{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Forecasting with ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "import statsmodels.api as sm  \n",
    "from statsmodels.tsa.stattools import acf, pacf\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2373, 4)\n",
      "day.of.week         object\n",
      "car.count            int64\n",
      "weather            float64\n",
      "cloud.indicator     object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# examine shape of dataframe, variable types\n",
    "print data.shape\n",
    "print data.dtypes     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day.of.week</th>\n",
       "      <th>car.count</th>\n",
       "      <th>weather</th>\n",
       "      <th>cloud.indicator</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>Friday</td>\n",
       "      <td>101</td>\n",
       "      <td>0.1</td>\n",
       "      <td>clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-02</th>\n",
       "      <td>Saturday</td>\n",
       "      <td>34</td>\n",
       "      <td>0.2</td>\n",
       "      <td>cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>Sunday</td>\n",
       "      <td>113</td>\n",
       "      <td>0.4</td>\n",
       "      <td>clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>Monday</td>\n",
       "      <td>5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>Tuesday</td>\n",
       "      <td>124</td>\n",
       "      <td>0.1</td>\n",
       "      <td>clear</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           day.of.week  car.count  weather cloud.indicator\n",
       "date                                                      \n",
       "2010-01-01      Friday        101      0.1           clear\n",
       "2010-01-02    Saturday         34      0.2          cloudy\n",
       "2010-01-03      Sunday        113      0.4           clear\n",
       "2010-01-04      Monday          5      0.6          cloudy\n",
       "2010-01-05     Tuesday        124      0.1           clear"
      ]
     },
     "execution_count": 569,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame.from_csv('/Users/lxu213/data/orbital-insights/data.csv', index_col=0) \n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# any missing values?\n",
    "data.isnull().values.any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Em/ZFwhG1GWPGpLcxYYK9js+dm4SSSWyzsAHmnMpwPyKOzb5c26Synnhi8n/R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VM+a4DJVAAp2jllAMl7r15f1XQtDCTr+dVIsMBjlqjdlXUwLwOppWx8Lxk2C17n9xMJKjJZcFRk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\npZ0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T+mAzZ6al3xYbbqg+zXpvi7J1QbGS0cvXU2hjsSkbFrHCsIA0SuhFe//98eNjBa0L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\nwzAME4QFJIZhGIZhGIZhGIZhGCbI/weaFYln51KOOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11de8b510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot car count over all years\n",
    "plt.figure(figsize=(20,4))\n",
    "ax = plt.gca()\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Car Count')\n",
    "plt.plot(data.index, data['car.count']);     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initial thoughts on data: there's a strong trend throughout the data, with extreme fluctuations. Will need to look closer at the data using a shorter time frame to see why car count could as low as 0-5 on some days. I don't see any annual seasonal trends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UFM912gyaEYitZqb5eUmS/jOAPriCTbIs/2WlJ0qS9A0AbwfQL0nSFQAfB/AOSZJuAWAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120b0e0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# car count for 2015\n",
    "start = datetime.datetime(2015,1,1)\n",
    "end = datetime.datetime(2016,1,1)\n",
    "\n",
    "plt.figure(figsize=(20,4))\n",
    "ax = plt.gca()\n",
    "ax.set_xlim(start, end)\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Car Count')\n",
    "plt.plot(data.index, data['car.count']);     \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More initial thoughts: why is there so much variation? What are the sudden dips in data? Is it connected to weather and how cold/how much it rains? Probably not, people need to shop. Is it connected to how cloudy the aerial footage may be and the reliability of our data?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cloud Indicator Variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12ca8fcd0>"
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vbY0S/6onk1JKY8gSSZdHxKzS6nkppY0iYl5KaWPgmdL6J4HNy96+WWndoBYseLHSRS6M\nzs525s9fWO9iqE6Mf2sz/q3N+Lc24y+PgdZm/Fub8W9tRYv/UImtWgxzuwh4ICLOL1t3PXBU6d9T\ngVll6w9LKa2VUtoC2Bq4swZlLJTu7meZPv3HTJp0A9OnX8uCBc/Wu0iSJEmSJElAlXsmpZTeDrwf\n+FNK6V6y4WynAl8CrkopTQPmkj3BjYh4IKV0FfAAsAQ4NiLWeAhco5ox41ZmzToSaCP7k13OhRce\nWOdSSZIkSZIkVTmZFBG/BQab0GjPQd5zFnBW1QrVAObOXY8skQTQVlqWJEmSJEmqv5o9zU35dXU9\nx8o5yXvo6nq+nsWRJEmSJElaoSZPc9PqmTlzD+Bynnqqg002WcDMme+ud5EkSZIkSZIAk0mF1NGx\nARdeeGDhZnKXJEmSJElymJskSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIkScrNZJIk\nSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIkScrNZJIkSZIkSZJyM5kkSZIkSZKk3Ewm\nSZIkSZIkKTeTSZIkSZIkScrNZJIkSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIkScrN\nZJIkSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIkScrNZJIkSZIkSZJyM5kkSZIkSZKk\n3EwmSZIkSZIkKTeTSZIkSZIkScrNZJIkSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIk\nScrNZJIkSZIkSZJyM5kkSZIkSZKk3EwmSZIkSZIkKTeTSZIkSZIkScptTDV3nlL6LrAfMC8idiqt\nOw2YDjxT2uzUiPhZ6bVTgGnAUuD4iLi5muWTJEmSJEnS6qlqMgm4GPgacFm/9edExDnlK1JK2wOH\nANsDmwG3pJS2iYieKpdRkiRJkiRJOVV1mFtE/AZYMMBLbQOsmwJcERFLI2IO8DAwqYrFa2jd3c8y\nffqPmTz5l0yffi0LFjxb7yKpQnpjO2nSDca2BRl/SZIkSUU3bM+klFJHRCzot64rIuaO4HOPSykd\nCdwNfCoingM2BX5fts2TpXUawIwZtzJr1pFAG/fd1wNczoUXHljvYmkYbd3djJ9xIqPnzmFZVxeL\nZp5LT8eEPtuUxxaMbasx/pIkSZKKbtBkUkppc7K7mRtTSvuwsjfRGOBGYLs1/MxvAP8dET0ppS8A\nXwGOXsN9tay5c9djZUjaSsvNobv7WWbMuJW5c9ejq+s5Zs7cg46ODepdrIoYP+NExs26FoCx980G\n2lh44SV9tmnm2Gp4xl+SJElS0Q3VM+l04N3AJsD/lq1fCvxkTT8wIuaXLV4I3FD695PA5mWvbVZa\nN6SOjnUZM2b0mhan8Do72wdcv+22L5Z6JGW9F7bd9qVBt200xx33kz69rtZe+wquvPLweherMp56\nos/iuKeeYFy/uDVzbDU8469ezRb3f/7zWY499iYef3w8W2yxkAsu2JcJE5qjoaAami3+Wn0eA63N\n+Lc249/aGiX+gyaTImIaQEppRkR8aQSf0UbZHEkppY0j4unS4kHAn0v/vh74fkrpXLLhbVsDdw63\n8wULXhxB0Yqts7Od+fMXDvjaGWf8K6+8cnmp987znHHGuwfdttE89NA6lPfMeOihdZrmu7Vvshnj\nuGvF8subbM7Cft+tN7ZPPdXBJpssaKrYanjGXzD0+b9RTZ9+/YqGgrvu6uGVVxzCOZhmjL9Wj8dA\nazP+rc34t7aixX+oxFaep7l9O6X0MWACZUmhiPjv4d6YUvoBsDvw6pTS34DTgHenlHYGlgNzgGNK\n+3sgpXQV8ACwBDjWJ7kNrqNjg6athHd1PdenZ0ZX1/NrvK+iDZlbNPNcoK00Z9JEFs08Z5VtemNb\ntBOJasP4q1k5hFOSJKl55EkmXQU8R9aDaLWSOxFxxACrLx5i+7OAs1bnM9R8Zs7cA1jZ62rmzHev\n8b6KNlF5T8eEVeZIkqRWUMmGAkmSJNVXnmTSxhGxV9VLIpVUsteVLeGSVAyVbCiQJElSfeVJJt2b\nUtopIu6vemmkCrMlXJKKoZmHZ0tSJfROz5DNm9hd9+kZJGkoeZJJO5IllOYBL1O6K4+ILataMqkC\nbAmXJElSIyifniGbXcQHFaivos0Hq9aWJ5nkGUwNy5ZwSZIkNQKnZ9BwijYfrFpbnmTSuwZZf1kl\nCyJJkiRJrcrpGTQcE44qkjzJpPJxQWOBfwX+F5NJkiRJNecwh+H5N1Ij6p2eIZszaYHTM2gVJhwb\nU7Nek4ZNJkXEh8qXU0oTgCurViI1tWb9IUmSVCsOcxiefyM1ot7pGTo725k/f2G9i6MCcj7YxtSs\n16Q8PZP6WwRMrHA51CKa9YckSVKtVGqYQ54GnkZtBHIoiKRm5HywjalZr0nDJpNSSreSPU4AYBSw\nBfDTahZKzatZf0iSJNVKpYY55GngadRGIIeCSFJjadTGizya9ZqUp2fS58v+3QP8X0Q8UJ3iqNk1\n6w9JkiqhtyKVzZfR3VQVKVVOpYY55GngadRGIIeCSENr6+5m/IwTGT13Dsu6ulg081x6OibUu1hq\nYY3aeJFHs16T8syZ9OuU0j7Ae0rb3wqYTNIaadYfkiRVQnlFKmu/aZ6KlCqnUsMc8jTwNGojkENB\n1Mry9PAYP+NExs26FoCx980G2lh44SW1L6xU0qiNF3k06zUpzzC3k4B/A75PFt3PppReHxFnVrtw\naj7N+kNSc2vmbrcqlmauSKl48jTw2AgkNZ48PTxGz50z5LJUa43aeNHK8gxz+wDwloh4CSCldCFw\nD2AySVJLaOZutyoWK1KqpTwNPDYCSY0nT8PEsq6uUo+k3uWJNSmbNBgbLxpPnmTSqN5EUsnLwNIq\nlUeSCsfeIqqV3opUNmfSAitSkqTVlqdhYtHMc4G20pxJE1k085xaF1Pqw8aLxpMnmfTLlNI1wCWl\n5anAr6pWIkkqGHuLqBLyDJfsrUh1drYzf/7COpVU9eIE7MXTqMOcG7Xcqow8PTx6OiY4R1KT8vev\nWsmTTPok8B/AB4FRZImkb1WzUJJUJHa7VSU4XFLDcQL24mnU322jlluVYQ+P1ubvX7UyZDIppTQa\nWDsiLgAuSCntADwcEQ5zk9QyrJSpEhwu2bwq1QrsMVI8jRqTRi23pJFr5t+/va6KZdRgL6SUtgD+\nCuxdtvoE4C8ppYlVLlfhtHV30z79KDaYvDvt06fStqC73kWSJDWQrq7nyHqbgMMlm0tvK/B9972P\nWbM+yEkn3bpG+/EYKZ5GjUmjllvD6+5+lunTf8zkyb9k+vRrWbDg2XoXSQXTzL//Sl1vVRlD9Uw6\nHzgtIq7tXRER01NKHwLOA95X7cIVyfgZJzJuVvanyJ580OY4Y0lSbg6XbF6VagV2AvbiadTfbaOW\nW8NzCJOG08y//2buddWIhkombR4RP+i/MiIuTimdUMUyFdLouXOGXJYkaSgOl2xelZqk3wnYi6dS\nv9taD83IU26HizQmb6Y1nGaub/hQnGIZKpk0dojX2oZ4rSkt6+oq9UjqXZ5Yv8IUlJUSSSoOz8m1\n08ytwJXS6sdjEXuT5ClTW3c342ecWHp8fBeLZp5LT8eEupRXGW+m1cq83hbLUMmke1NKH46I75av\nLA1ze7S6xSqeRTPPBdpKF9OJLJp5Tr2LVDhFrChJUqvynFw7zdwKXClFPB5rmeCqZG+SWk743urT\nPBQxCerNtFqZ19tiGSqZ9Bng1yml9wN3kF1tdgO6gD1rULZC6emY0FIXz/7yXEztdls7RazcSCoW\nz8kqkiIej7VMcFWyN0mlyp2nTK0+zUMRk6DeTKtIWv2epJLfv3df2byJ3Q3xtxw0mRQRT6eU3gQc\nBrwJWA5cAvwoIl6uTfFUFHkupq3e7baWJ9MiVm4kFUsjnpOLWCmtVJmK+N1qqYjHYy0TXJXsTVLp\nCd+HKlOrT/NQxCSoVCStfk9Sye9fvq/saXzF/1sO1TOJiHgRuKhGZVGB5bmYtnq321qeTK3cSBpO\nI56Ti1gprVSZivjdaqmIx2MtE1yV7E1S6Qnfh9Lq0zwUMQkqFUmr35NU8vs34t9yyGSSKq9RJzLM\nczFt9W63tTwBWLmRKqOZe4s04jm5iBWpSpWpiN+tlop4PBYxwZVHLcvd6tM8NOoxotpp5npEHq1+\nT1LJ79+If0uTSTXWqBMZejEdXi1PAMZDqoxW7y1SNEWsSFWqTEX8bq2uiAmuPBq13LVUqRt8/9Ya\nTqvXI1r9nqSS3793X9mcSQsa4m85bDIppXRzREyuRWFaQaNOZOjFdHi1PJnWOh7OGaJm1eq9RYqm\niJXSSpWpiN9NleG1rXha/QZftdPq9YhWv0es5Pfv3VdnZzvz5y+syD6rLU/PpHVSSptHxBNVL00L\naPWJDJtZM59MnTNEzcreIsVSxPNopcpUxO+myvDaVjx5bvBNAqoSrEeoleVJJr0GmJNSegZ4idIv\nJSK2rGrJmlSrT2SoxuScIWpW9haRNFJe24onzw2+SUBVgvWIfGqZvG31RHEtv3+eZNLeVfnkFtXq\nExlWSqNOZN6onDNEzcreImpWrV6ZriWvbcWT5wbfJGBjKto9gPWIfGqZvG31RHEtv3+eZNLTwL7A\neLIz7mhgC+C/qlIiKYdGnci8UTlniCQ1llavTNeS17biyXODX6kkoInb2vIeoHYqeWzXMnnb6oni\nWg7zzZNMuhZYF9gauB14J/D71f4kqYIadSLzRtXMc4ZYCZTUjFq9Ml1LRby2aXiVSgKauK0t7wFq\np5LHdi17cLZ6b9FaDvPNk0xKwDbA+cBFwKeBq1f7k6QKciJzVUozVwKL1hVcUu20emVaGk6lkoAm\nbisnT73Fe4DaqeSxXcsenK3eW7SWw3zzJJPmRURPSumvwE4RcVlKae01+jSpQpzIXJXSzJVAu4JL\nravVK9OqnVbv4WvitnLy1Fu8B6idSh7btezB2eq9RWs5zDdPMukvKaWvARcA308pbQKMXaNPkyrE\nicxVKc1cCbQruCrBHm6NqdUr06qdZu7hm4eJ28rJU2/xHqB2PLabV6VimyeZ9FHgXyLigZTSfwF7\nAkfk2XlK6bvAfmS9m3YqresArgS6gDnAIRHxXOm1U4BpwFLg+Ii4efW+jrT6Wr1FrdU184Wyll3B\nTTg0L3u4SRpKM/fwzcPEbeU4hK128tTbPLabV6ViO2QyqZT4GR0Rt5dWPQ98ISLm59z/xcDXgMvK\n1p0M3BIRM1NKM4BTgJNTSjsAhwDbA5sBt6SUtomInvxfR1p9rd6i1uqa+UJZy67gJhyalz3cVEs2\n8DSeZu7hq9pyCFvtWG/TcHqvx7NmLb2zp2fapIG2GTSZlFJ6E3Aj8CHgZ6XVk4EfpJT2iYj7hytA\nRPwmpdTVb/UU4F2lf18K3EaWYDoAuCIilgJzUkoPA5OAO4b7HGkkWr1FTc2rll3BWz3h0Mw3wLYU\nq5Zs4Gk8zdzDV7XlELbaafV6Wx7NXLfLo+x6vNtg2wzVM+nLwOERcVvvioj4bErpf4FzyIa7rYkN\nI2JeaX9Pp5Q2LK3fFPh92XZPltZJVWWLmjRyrZ5waOYbYFuKVUs28DSeZu7hKzWrVq+35dHMdbs8\n+l6PBzZUMqmjPJHUKyJ+nlL60siK1ofD2FRXtqhJQ8szrr7VEw7NfANsS7FqyQYeDcc5+jScSh0j\nzdwzpdXrbXk0c90uj77X44ENlUwam1IaFRHLy1emlEYBa42gXPNSShtFxLyU0sbAM6X1TwKbl223\nWWndkDo61mXMmNEjKE6xdXa217sITa+zs53rrvtgvYsxIOPf2goT/+OOhrJx9ePWHgtXXtl3m852\nuO6abBtgXI2LWG/bbvtinxvgbbd9acTxK0z8VRetGv+LLprCRz96BY8/Pp4ttljEBRccwIQJrfm3\naNVjYFh5rklNwPiPQIWOkeOO+0mfnilrr30FV155eIULO7Cqx7/F6215VKNul1cRfv+91+Orrnrp\nruwZaasaKpn0a+C00n/lPgfcvRrlaKNvOut64CjgS8BUYFbZ+u+nlM4lG962NXDncDtfsODF1ShK\nY+nsbGdVyR3HAAAaDklEQVT+/IX1LobqxPi3tiLFf4OHHmFs2fKShx7h2YKUrSjOOONfeeWVlT0c\nzzjj3SOKX5Hir9pr7fiP5utf32/F0rJltOTforWPgaG1wjXJ+I9MpY6Rhx5ah/KeKQ89tE5N4mL8\ni6HSdbu8ihP/7Hp85ZXtA06+DUMnk04BbkwpvR+4i+yXtAtZT6ID8nx8SukHwO7Aq1NKfyNLTH0R\n+FFKaRowl+wJbkTEAymlq4AHgCXAsT7JTZLqz3H1w3POEEmqDa9JGk6ljhGH3bY263bDGzSZFBEL\nU0rvBN4NvAlYDvy/iLg9784j4ohBXhpw8u6IOAs4K+/+JUnV57h6SVJReE3ScCp1jDivqjS0tp6e\nxu78M3/+wsb+AkMoThc31YPxb221ir8TmRaTv//WZvzlMdDajH9rM/6trWjx7+xsH3QG7qGGuUkq\n8YZbzWr8jBMZVzZJJbT55C5JkiRJQzKZJOXgDbea1ei5c4ZcliRJkqT+RtW7AFIj8IZbzWpZV1e/\n5Yn1KYgkSZKkhmHPJCkHnxyiZuVEppIkSZJWl8kkKQdvuNWsejomOGRTkiRJ0moxmSTl4A23JEmS\nJEkZ50ySJEmSJElSbiaTJEmSJEl9tHV30z79KDaYvDvt06fStqC73kWSVCAOc5MkSZIk9TF+xomM\nm3UtQOlBNG1O+yBpBXsmSZIkSZL6GD13zpDLklqbySRJkiRJUh/Lurr6LU+sT0EkFZLD3CRJkiRJ\nfSyaeS7Qxui5c1jWNZFFM8+pd5EkFYjJJEmSJElSHz0dE5wjSdKgHObW5HwKgyRJkiRJqiR7JjU5\nn8IgFUdbdzfjZ5xY6i7exaKZ59LTMaHexZIkqRC8TkpS4zCZ1OR8CoNUHCZ3JUkanNdJSWocDnNr\ncj6FQSoOk7u15TBfSWosXiclqXHYM6nJ+RQGqTiWdXWVWlp7lyfWrzAtwBZuSWosXiclqXGYTGpy\nPoVBKg6Tu7VlC7ckNZZmvU46F5SkZmQySZJqxORubdnCLUmNpVmvk83cU9ZEmdS6TCZJkppSs7Zw\nS5IaSzP3lG3mRJmkoZlMkiQ1pWZt4ZYkNZZm7inbzIkySUMzmSRJkiRJVdLMPWWbOVEmaWgmkyRJ\nkiSpSpq5p2wzJ8okDc1kkiRJkiRptTVzoqzWeicz56knaN9kMyczV+GZTJIkSZIkqY7KJzMfx104\nmbmKblS9CyBJklZPW3c37dOPYoPJu9M+fSptC7rrXSRJkjQCTmZeO9ajKsOeSZIkNRgfxSxJUnNx\nMvPasR5VGSaTJElqMLZeSpLUXHonMx/31BO8vMnmTmZeRdajKsNkklZM9pY9haHLyd4kqeBsvZQk\nqbn0TmY+rrOdhfMX1rs4Tc16VGWYTJLd/CSpwfgoZkmSpDVjPaoyTCbJbn6S1GB8FLMkSdKasR5V\nGT7NTSzr6uq3PLE+BZGkAvKJH5IkSVJf9kyS3fwkaQgOBZYkSZL6MplUQY06kbXd/CRpcA4FliRJ\nkvqqWzIppTQHeA5YDiyJiEkppQ7gSqALmAMcEhHP1auMq8vWa0lqPj7xQ5IkSeqrnj2TlgO7R8SC\nsnUnA7dExMyU0gzglNK6hmDrtSTVRi17gjoUWJIkSeqrnsmkNladAHwK8K7Svy8FbqOBkkm2XktS\nbdSyJ6hDgSVJkqS+6plM6gF+kVJaBnwrIr4DbBQR8wAi4umU0oZ1LN9qs/VakmrDnqCSJElS/dQz\nmfT2iPhHSqkTuDmlFGQJpnL9l1fR0bEuY8aMrkoBV1tnO1x3DQBjgXGV2GVnewX2okZl/Fub8R/C\ntltDWU/Qsdtu3XR/r2b7Plo9xl8eA63N+Lc249/aGiX+bT09w+Zrqi6ldBqwCDiabB6leSmljYFb\nI2L7od47f/7C+n+BKunsbGf+/IX1LobqxPi3NuM/tLYF3Yw/6cQ+PUEb4emZeRn/1mb85THQ2ox/\nazP+ra1o8e/sbG8b7LW69ExKKa0LjIqIRSmlVwGTgdOB64GjgC8BU4FZ9SifJKnYnMdIkiRJqp96\nDXPbCPhxSqmnVIbvR8TNKaW7gatSStOAucAhdSqfJEmSJEmSBlCXZFJEPA7sPMD6bmDP2pdIkiRJ\nkiRJeYyqdwEkSZIkSZLUOEwmSZIkSZIkKTeTSZIkSZIkScrNZJIkSZIkSZJyM5kkSZIkSVKVtHV3\n0z79KDaYvDvt06fStqC73kWSRqwuT3OTJEmSJKkVjJ9xIuNmXQvA2PtmA20svPCSupZJGil7JklS\ng7F1S5IkqXGMnjtnyGWpETV1MskbLknNqLd1a+x9sxk368eMP+nEehdJDcrrpCRJ1besq6vf8sT6\nFESqoKYe5mZ3QknNyNYtVYrXSUmSqm/RzHOBNkbPncOyroksmnlOvYskjVhTJ5O84ZLUjJZ1dZVu\n/HuXJ9avMGpoXiclSaq+no4JNtao6TR1MskbLknNyNYtVYrXSUmSJK2Jpk4mecMlqRk1c+tWW3c3\n42ecWDpvd7Fo5rn0dEyod7GaltdJSZIkrYmmTiY18w2XJDUj5/CpLa+TkiRJWhNN/TQ3SVJjcQ4f\nSZIkqfhMJklNzMd+q9H46Fzl4blNkjQSXkekkWv4YW4bTN7deTWkQThkSI3GOXyUh+c2NaveeeN4\n6gnaN9nM+q1UJV5H1IiKNrdowyeTxt432xOANAiHDKnROIeP8vDcpmZVfoM7jruwfitVh9cRNaKi\nJUGbZpibJwBpVQ4ZktSMPLepWXmDq2ZUxCFlXkfUiIp2jWj4nkm9PAFIq3LIkKRm5LlNzWpZV1ep\ntbl3eWL9CiNVSNF6U4DXETWmol0jGj6ZtGTnXTwBSINo1iFDRRsvLKm2mvXcJvXe4I576gle3mRz\n67dqCkXrTQFeR9SYipYEbfhk0rM331bvIkiqsSK2cEmtzASvaqmZj7feG9xxne0snL+w3sWRKqJo\nvSmkRlW0JGjDJ5MktZ4itnBJrcwEr2rJ401qLEXrTSGpMkwmSWo4RWzhauaWcmk4JnhbW63Pfx5v\nUmMpWm8KSZVhMklSwyliC5ct5WplRUzwqnZqff7zeJMkqf5MJklqOEVs4bKlXK2siAnePOxRWBm1\nPv816vEmSVIzMZkkSRVgS7laWRETvHnYo7Ayan3+a9TjTZKkZmIySZIqwJZyqfHYo7AyPP9JktR6\nTCZJUgXYUi41HnsUVobnP0mSWo/JJEmS1JLsUSNJkrRmTCZJkmrCyY5VNPaokSRJWjMmkyQVigmH\n5uVkx5LUmry2S1LzMZkkqVBMODQvJztWLXnzKhWH13ZJaj4mk6QWV7QbLhMOzcvJjlVL3rxKxeG1\nXZKaj8kkqcVV6oarUkkpEw7Ny8mOVUvevErF4bVdkpqPySSpxVXqhqtSSSkTDs3LyY5VS968SsXh\ntV2Smk8hk0kppb2B84BRwHcj4kt1LpLUtCp1w1WppJQJB0mV4M2rVBxe2yWp+RQumZRSGgV8HXgP\n8BRwV0ppVkT8tb4lk5pTpW64itgLoGjzQUmqHW9eJUmSqqdwySRgEvBwRMwFSCldAUwBqpZM8oZT\nraxSN1xF7AXgBLySJEmSVHlFTCZtCjxRtvx3sgRT1XjDKY1cEXsBOAGvJEmSJFXeqHoXoAi84ZSa\n07Kurn7LE+tTEEmSJElqIm09PT31LkMfKaW3Ap+PiL1LyycDPVWdhLut7UrgkLI1V9LTc1jVPk9S\nbbS1dQAXAFsCjwEfpadnQX0LJUmSJEmNrYjJpNFAkE3A/Q/gTuDwiHiwrgWTJEmSJElS8Ya5RcQy\n4DjgZuAvwBUmkiRJkiRJkoqhcD2TJEmSJEmSVFyF65kkSZIkSZKk4jKZJEmSJEmSpNxMJkmSJEmS\nJCm3MfUuQCNIKS0HvhcRHywtjwaeBn4fEQeMYL97A+eRJfW+GxFfKq2/Ati2tFkHsCAidun33jeS\nPfK8HVgGnBkRV5VemwhcAUwA7gGOjIilKaUEXAzsApwaEeeU7W8O8BywHFgSEZPW9Hs1m2rEP6W0\nGXAZsBHZ3/zCiPhq6bV/Bz4PbA/sFhGzB3i/8a+hlNL7gGuB7SLioRHuqwO4EugC5gCHRMRzZa+/\njuzhA6eVx6js9e8BuwKLyZ52eUzpwQWklL4K7AO8AHwoIu4trf8usB8wLyJ2KtvXacB04JnSqlMj\n4mcj+X7NqsLHwIC/8ZTSGOA7ZL/R0cDlEfHFAd7vMVAD1br2l+3/FGAasBQ4PiJuTimtA/wI2Kq0\n/oaIOHWA9x4BzCgtLgSOjYj7S68NVrcY7LjrAh4E/lra3x8i4tiRfr9GV834p5QmAFcDuwEXR8Qn\nyl4bC3wd2J3s+v7ZiPhxv/cb/yqrcvx3A75dtur0iLiu9NouwCXAOODGiPjkAO83/jWUUloYEe0j\n3MdQv/mbgI3J7stvBz4WET393m/M66RC8d8T+CIwlqzudlJE3JpSGk8W8x6gDdiMrO53Yr/3Fzb+\n9kzK5wVgx5TS2qXlvYAnVmcHpYtQ+fIossrC/we8Hjg8pbQdQEQcFhG7lBJI15DdwAxUpiMj4g1k\nNw7npZTWK732JeArEbEt8Czw4dL6buDjwNkD7G85sHtEvMlEwioqHn+ym4QTI+L1wNuAj/XGH/gT\ncCDw62HKZPxr5zCyk/3hq/vG0m+93MnALRGRgF8Bp/R7/SvAjUPs8nsRsV0pIbAucHTpc/YBtoqI\nbYBjyJKNvS4mO9cM5Jze841JhCFV8hgY7Dd+MLBWKba7AseUkov9eQzUxojP/YNJKW0PHEJWydsH\n+EZKqa308tkRsT3wJuAdKaWB4vYY8M6IeCPwBUo3pkPVLRj62vJI2THgTUWmavEHXgY+B3xqgNc+\nS5b0TRGxAwPHy/hXXzXj/yfgzRHxJrLf/7fKrhMXAB8u1eG29fdfCJV4WtVQv/mDS/XvNwAbktUF\n+jPm9VOJ+M8H9ivF7yjgcoCIWFSK/S6l88Fcsnv//gobf3sm5Xcj8F6yxM7hwA+Bf4UVLQznA2sD\nL5G1Bj+cUpoKHASMJ0vcvbtsf5OAhyNibmkfVwBTWJkl7HVIv/cBEBGPlP37HymlZ4BO4HlgD1be\n8FxKlpX8VkTMB+anlPYb4Pu1YXJxKBWNf0Q8TdbCRUQsSik9CGwK/DUiorTf3huLVRj/2kkpvQp4\nO1n8fgKcXlr/LuC/yVoItgZ+1XtCTiktBL4FvAf4GPC7sl1OAd5V+velwG1kCSZSSlPILhgvDFae\nfjf7d5K1YvTu97LSNneklNZPKW0UEfMi4jelloiBDHqcKVPpY2CI33gP8KpS8nld4BWy33QfHgM1\ntSbn/l8DHy9rNbydrBXxT2X7nQJcERFLgTkppYeBSRFxB6WKX2Q9SmezMr4rRMQfyhb/QHb9gCHq\nFsNcWzwGBlaV+EfEi8DvUkrbDPCZ04BUtm13/w2Mf81UK/4vl33GOmQNeqSUNgbaI+Ku0muXAe8D\nfl5eKONfc22l6/2nI2J/gJTS14C7IuKylNLjZPW5/cnurQ+Ofj2Yh/rNR8Si0j7HAmsxQPLCmNdV\nJeL/x7J//yWlNC6lNDYilvSuTyltC3RGxG/7F6DI8ffmMZ8esmFDh5daKHYC7ih7/UHgHRHxZuA0\n4Kyy194EHBQR/RNCm9K3hePvrDwwAEgp/SvwdEQ8OlThUkqTgLER8WhK6dVkw+KWl+13k5zf8Rcp\npbtSStNzbN9KqhH/FVI2LG3nfvvMzfhX3RTgZ6UE3v+llN5U9tpuZImC7YGtU0oHlda/iqwr/Jsi\n4nd9d8eGETEPViQVNwIodXU9iSxRMexJPmVDoo4Ebiqt6n9OeZJ+55RBHJdSui+l9J2U0vo5tm9F\nlT4GBnM18CLwD7IhkF+OiGcH29hjoOrW9Nz/HeBDAKUbh7X7JZIgR6xSShuQVU5/OUw5j2bwY2CV\nusUgJqaUZqeUbk0pvSPH9q2gmvEfUNnv7wsppXtSSlemlDqHeZvxr46qxj+lNCml9Gfgj8B/lOpt\nm5LFrFee+Bn/2uhh6B4qz5SOhW8Cn1ndnaeUfkbWyPw8WV1gKMa89ioW/5QNP5tdnkgqOZRsGozh\nFCr+JpNyiog/AxPJWiZ+St+bvQ2Aq1NKfwLOBXYoe+0XUTYfymrqbQUZVErptWQtF0et4Wf0entk\nw+r2JRty5YmlTLXiX0ogXE02X8ai1S2X8a+Jw8kqlJCd5I8oe+3OiJgb2dj2HwK9f7dlDDw8dSC9\nib/TgHNLrVcwfELpG8CvVyNRMdg+toyInckqMavM0SSg+sdAr0lkQ2A3BrYEPl1KNg/GY6DK1vDc\nfzXw3lIPs2lk85+sltJ7fwCcFxFzhtju3WQ3rjMG2yaHp4DXla4BnwJ+ULo2tbw6xH8MWU+035Ru\nTP5ANvR5QMa/uqoZ/4i4MyJ2JGuQODWltNbqls/4F0rvvGb3kM2JuVoiYm/gtWQ93fYYbDtjXli5\n4p9Sej1Z4vkjA7x8GMPf9xcu/iaTVs/1ZPPN9A/0GWTDG95A1oo4ruy1wYarPAmUz4WxWWkdsKIi\neRBDZChTSu1kQy5O6e0SGxH/BDZIK8de99nvYCLiH6X/zyf7QThvzqoqGf/eXgVXk020Nmt1C2P8\nqy9lk2XvAXwnpfQY8Gn6jmXv30rRu/xS9Js8scy8lFJvb6SNWTnx8VuAmaXP+SRwSkppwHHMKaX/\nAl4TfSfoexLYvGx52NhHxPyycl5IVqlVmSodA4M5gqwH1PLSb/G3ZHMnDVQuj4HaWa1zf0S8BPyC\nbHjKwcD3B9jncLH6drar+NpghUop7VTa7oCIWFC230HrFgOJiCW9749sgs5HWfkQEFUn/gMqXcNf\niJUTbv+IrIfzKox/zVQ1/qWhKIuAHVmNc7jxr7mlZA/G6DWu3+uvlP6/jDWcRiYiFpMdb1MGet2Y\n19WI45+yhy9dSzbn7Zx+r+0EjI7SQ1MGeX8h428yKZ/eloiLyJ648Jd+r6/PysB9KOc+7yIbEtFV\nao04jOwE0msv4MGIeGqgN5fG1V4HXBr9nvIB3MrKm52pwECJihWtKymldXszkimbG2Qy8Oec36MV\nVCP+vft7ICLOz/HZfRj/mjkYuCwitoiILSOiC3i8rOfWpNJveBRZ99TbS+uH6lV0PSt7kq2IT0S8\ns/QZW5I9leHMiPhG/zenlI4mm2iv/0TQ1wO9T515K/Bs73C6sjL1KVcpmdXrIIz7QKpxDJQr3+5v\nlFokS7/Ft7LqPHoeA7UzknP/d4GvkvVcG6h36vXAYSmltVJKW5DNuXUnQErpC8B6EXHCYAVL2cTs\n15BVSsuHwg9Xt+j/3Ugpvaa3ASKltGWpLI8N9tktpJrxH+hzet1Qan0G2BN4oP8bjH9NVC3+KaWJ\npUbj3icrJWBOZEPfnysNgWsjO5+vUocz/jXXQzYx8g4ppbEpG4L8nhHsr/zv/6re63Cpkfm9DHzd\nN+b1M+L4p2wI80+AGdF3/qNeQ45GKnL8TSbl0wMQEU9GxNcHeH0m8MWU0j3k/JtG9hjn44CbyR4D\nfkVEPFi2yaEM3dXtELLhFEellO4tjXvsfdzzycCJKaWHyB4P/12AlNJGKaUngBOAz6aU/lZKImwE\n/CaldC9Zl+obIuLmPN+jRVQ8/imltwPvB/Yoi9/epdfeV4rTW4GfpOyRof0Z/9o4lJVdV3tdw8qb\n+LvJnqLwF+DRKD3al6HHVX8J2CulFGQXo1Ue/T6MC8ie9vGHUtw/BxARN5IlOR4hm/h5Ra+mlNIP\nyCaA3rYU996K78yU0v0ppfvIJgUf9Oa1hVX8GBjiN/7/gPaUzaNxB9kjXgdK7ngM1MYan/tLrX3P\nkz1FbxUR8QBwFVmi4EayCXp7UkqbAqeSVVp7z+3TBtjFf5Kd379R2u7O0n4HrVsMcdy9E7g/ZZN9\nXwUcE0PM1dVCqhZ/gJRN2voVYGrpN9n7BJ6Tgc+XfpPvZ+CnPxn/6qtm/N8B/LH0N78G+GisnGj9\nY2T1tofIJtYd6Ambxr9GSkm/VyLiSbK/z5/Jhr3PLtssVy/kQX7zrwKuL/3eZwPzyObd6c+Y10EF\n438csBXwX2XX9teUvX4wQ9/3Fzb+bT09lXjanSS1lpQ92eFTEXFAvcui+vAY0GBSSpuQDYHZbtiN\n1XSMf2sz/s0jpfRGsiciv7XeZVHtGf/h2TNJkiSpQlJKRwK/J+thpBZj/Fub8W8eKaVjyOa8+my9\ny6LaM/752DNJkiRJkiRJudkzSZIkSZIkSbmZTJIkSZIkSVJuJpMkSZIkSZKUm8kkSZIkSZIk5Tam\n3gWQJElqdCmlLuAh4C9AGzAOuB/4eEQ8M8T7fhURe9SmlJIkSZVhMkmSJKkynoyIXXoXUkpnAlcD\n7xziPbtXu1CSJEmVZjJJkiSpOk4Dnk4pvQH4OLAjsCEQwL8BXwJIKf0+It6WUtobOJ2sfvY4MD0i\nFtSl5JIkSUNwziRJkqQqiIglwCPAFOCViPgXYBtgXWCfiDi+tN3bUkqvAc4CJkfEm4GbgZn1Kbkk\nSdLQ7JkkSZJUPT3AvcDjKaVjge2ArYHxZa8DvAV4HXBrSqmNrMHvnzUuqyRJUi4mkyRJkqogpTQW\nSMBWwBeA84CLgNeQTdJdbjRwe0S8r/TetYD22pVWkiQpP4e5SZIkVcaKBFGpd9HpwO+BLYErI+JS\n4BmyCblHlzZdllIaBdwBvC2ltE1p/WnA2bUquCRJ0uqwZ5IkSVJlvDalNJssqTSKbHjbEcBmwA9S\nSgcDr5AlmLYoved64I/Am4FpwFWl5NLfgQ/UtviSJEn5tPX09Ay/lSRJkiRJkoTD3CRJkiRJkrQa\nTCZJkiRJkiQpN5NJkiRJkiRJys1kkiRJkiRJknIzmSRJkiRJkqTcTCZJkiRJkiQpN5NJkiRJkiRJ\nys1kkiRJkiRJknL7/wE2GfxJPlPpdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1343aa1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's take a closer look: summer 2015\n",
    "start = datetime.datetime(2015,3,1)\n",
    "end = datetime.datetime(2015,7,1)\n",
    "\n",
    "cloudy_data = data.loc[(data['cloud.indicator'] == 'cloudy')]\n",
    "clear_data = data.loc[(data['cloud.indicator'] == 'clear')]\n",
    "\n",
    "plt.figure(figsize=(20,4))\n",
    "ax = plt.gca()\n",
    "ax.set_xlim(start, end)\n",
    "ax.set_ylim(0, 250)\n",
    "ax.set_ylabel('Car Count')\n",
    "plt.scatter(clear_data.index, clear_data['car.count'])  \n",
    "plt.scatter(cloudy_data.index, cloudy_data['car.count'], color='r');     \n",
    "ax.legend(['Clear Day', 'Cloudy Day'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using a scatterplot, I can see the individual daily car counts. All the days with very low car count are from cloudy days, when the aerial image is probably difficult to read. I would consider all the data from cloudy days as corrupt or to contain some degree of unreliability. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1252d1c50>"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VriNJkqZI6hGxCFiUmV8ti34C/N/MvO8gXf8i4NZy+0hg/ILOm/DZvSRJlU2Y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\nf+KzTd6ekwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125272190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot outliers by year\n",
    "data_boxplot = []\n",
    "for year in range(2010, 2017):\n",
    "    data_boxplot.append(clear_data.loc[(clear_data.index.year == year)]['car.count'])\n",
    "    \n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(8,5))\n",
    "ax = plt.gca()\n",
    "sns.boxplot(data=data_boxplot, color='w', whis=1.5)\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Car Count for Clear Days Only');\n",
    "# plt.boxplot(data_boxplot, whis=1.5, showfliers=True);   \n",
    "# use seaborn over matplotlib since matplotlib is not showing outliers, annoyingly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outlier analysis: if we keep all of the data (including from cloudy days), this will produce a misleading IQR, one much larger than the actual. For outlier analysis, let's remove all the data from cloudy days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# TODO remove outlier data from dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weather Variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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twN3ANuDzwBFAtgavRUQkR4RJEqe4+9Sk53PNbIm7azROMi7eGqO5flOHY0Uj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\nbQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124f32350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# frequency of Weather Indicator\n",
    "plt.figure(figsize=(6,5))\n",
    "ax = plt.gca()\n",
    "ax.set_xlim(-4, 5)\n",
    "plt.hist(clear_data['weather'], bins=60)\n",
    "plt.hist(cloudy_data['weather'], bins=60)\n",
    "ax.set_ylabel('Frequency of Weather Values')\n",
    "ax.set_xlabel('Weather')\n",
    "ax.legend(['Clear Day', 'Cloudy Day']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weather indicator doesn't appear to be well correlated with car count. \n",
    "\n",
    "Some ideas:\n",
    "* Clear days are more likely to have a lower absolute value for weather. \n",
    "* Weather could be normalized temperature (easily verified by plotting over a year) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WHu/5hKT/TblsiXElnbmWi2WKI6n9yfq4+JTWmIai1cMi4JwA7sq6fTKSXD+f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\njpMuxOWgY9Qzs66Waz8akBS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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1254dd210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seasonal trends for weather\n",
    "start = datetime.datetime(2015,1,1)\n",
    "end = datetime.datetime(2016,1,1)\n",
    "\n",
    "plt.figure(figsize=(20,4))\n",
    "ax = plt.gca()\n",
    "ax.set_xlim(start, end)\n",
    "ax.set_ylabel('Weather')\n",
    "plt.scatter(clear_data.index, clear_data['weather'])  \n",
    "plt.scatter(cloudy_data.index, cloudy_data['weather'], color='r')     \n",
    "ax.legend(['Clear Day', 'Cloudy Day']);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "There is no obvious correlation between weather and temperature.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Day of Week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 606,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1272f68d0>"
      ]
     },
     "execution_count": 606,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0uTcz7wXWAwcAC4DDgZcDb2/mwzPzKeC1mXkocAhwdEQcTrWu7Hml/TzgYoCIOAA4AZgH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\nAB85bCwSjRE/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1286e7450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO label properly x-axis\n",
    "day = data['day.of.week'].unique()\n",
    "plt.figure(figsize=(10,4))\n",
    "ax = plt.gca()\n",
    "plt.bar(np.arange(0,len(day)), data.groupby('day.of.week').sum()['car.count'])\n",
    "ax.set_ylim(36000, 41000)\n",
    "ax.set_xlabel('Day of Week')\n",
    "ax.set_ylabel('Total Car Count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a day of week signal, could be an important feature to model on."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecasting\n",
    "\n",
    "Given this data is a timeseries with a decent amount of past values, let's use an ARIMA model for fitting and forecasting efforts. Unfortunately, I did not find the weather variable very useful and the cloud indicator simply helped throw out faulty data. The only other information is the time component, which will be used in the ARIMA model. \n",
    "\n",
    "To use ARIMA, I need to first ensure the data is stationary (time, variance, co-variance should not be dependent on time). I'll use the Dickey-Fuller Test Statitic (which statsmodel library includes already)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stationarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 607,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def test_stationarity(ts):\n",
    "    stats = ['Test Statistic','p-value','Lags','Observations']\n",
    "    df_test = adfuller(ts, autolag='AIC')\n",
    "    df_results = pd.Series(df_test[0:4], index=stats)\n",
    "    for key,value in df_test[4].items():\n",
    "        df_results['Critical Value (%s)'%key] = value\n",
    "    print df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 608,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Statistic            -1.544676\n",
      "p-value                    0.511307\n",
      "Lags                      20.000000\n",
      "Observations            1332.000000\n",
      "Critical Value (5%)       -2.863712\n",
      "Critical Value (1%)       -3.435269\n",
      "Critical Value (10%)      -2.567927\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "test_stationarity(clear_data['car.count'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Car count data is not stationary (test statistic is greater than critical value). Needs some transformations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 609,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Statistic         -1.090358e+01\n",
      "p-value                 1.142956e-19\n",
      "Lags                    2.400000e+01\n",
      "Observations            1.327000e+03\n",
      "Critical Value (5%)    -2.863720e+00\n",
      "Critical Value (1%)    -3.435287e+00\n",
      "Critical Value (10%)   -2.567931e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lxu213/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "# first difference\n",
    "clear_data['diff'] = clear_data['car.count'] - clear_data['car.count'].shift(1)  \n",
    "test_stationarity(clear_data['diff'].dropna(inplace=False))\n",
    "\n",
    "#TODO: address warning "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First difference has made the data stationary (test statistic sig. less than critical value so we can reject null ho)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ACF and PACF Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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C/EuZPiVJkqR28Rv8JEmSpAKGZUmSJKmAYblJtg7uYfUbfoXTf/yDXPOJ+9g6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\nqZWasmY5M+8CYtxtN47bfj/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x125b4ec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ACF, PACF graphs to help determine order of ARIMA model, again statsmodel has these handy functions built-in\n",
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(clear_data['diff'][1:], lags=40, ax=ax1)   # first value of diff is NaN\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(clear_data['diff'][1:], lags=40, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the ACF is lagged by 1 and that PACF is geometric.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lxu213/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "clear_data['car.count.float'] = clear_data['car.count'].astype(float)\n",
    "# convert int to float for ARIMA model input\n",
    "# TODO: do this in a cleaner way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<type 'numpy.float64'>\n"
     ]
    }
   ],
   "source": [
    "print type(clear_data['car.count.float'][5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fitting Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 530,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              ARMA Model Results                              \n",
      "==============================================================================\n",
      "Dep. Variable:        car.count.float   No. Observations:                 1353\n",
      "Model:                     ARMA(1, 0)   Log Likelihood               -5911.542\n",
      "Method:                       css-mle   S.D. of innovations             19.107\n",
      "Date:                Mon, 29 Jan 2018   AIC                          11829.084\n",
      "Time:                        15:50:19   BIC                          11844.714\n",
      "Sample:                    01-01-2010   HQIC                         11834.936\n",
      "                         - 06-29-2016                                         \n",
      "=========================================================================================\n",
      "                            coef    std err          z      P>|z|      [95.0% Conf. Int.]\n",
      "-----------------------------------------------------------------------------------------\n",
      "const                   143.6820      1.620     88.696      0.000       140.507   146.857\n",
      "ar.L1.car.count.float     0.6798      0.020     34.036      0.000         0.641     0.719\n",
      "                                    Roots                                    \n",
      "=============================================================================\n",
      "                 Real           Imaginary           Modulus         Frequency\n",
      "-----------------------------------------------------------------------------\n",
      "AR.1            1.4709           +0.0000j            1.4709            0.0000\n",
      "-----------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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80XzBDCHKynaGGfLcISIiIiKiMIkZQoZh9APod25P6Lq+CcBLDcN4QFnscQD/y7n9AQAr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8BqNW0A6Nr9kzl8x0qVsXhRv6RSmthS4coMoWw/d+m8Oj7zhtOwTrmGqkJomuntSFdlE8vU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\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m4wwhw1o+G0oTERERERER0UBprm1IqK8iKaLDDCGnbxD7BxERERERERHRIFnjeFC/BYSs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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f342610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit ARIMA model\n",
    "fig = plt.figure(figsize=(20,8))\n",
    "model = ARIMA(clear_data['car.count.float'], order=(1,0,0)) \n",
    "ax = plt.gca()\n",
    "results = model.fit() \n",
    "plt.plot(clear_data['car.count'])\n",
    "plt.plot(results.fittedvalues, color='red')\n",
    "ax.legend(['Car Count', 'Forecast'])\n",
    "\n",
    "print results.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 614,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              ARMA Model Results                              \n",
      "==============================================================================\n",
      "Dep. Variable:        car.count.float   No. Observations:                 1353\n",
      "Model:                     ARMA(1, 1)   Log Likelihood               -5602.656\n",
      "Method:                       css-mle   S.D. of innovations             15.193\n",
      "Date:                Mon, 29 Jan 2018   AIC                          11213.312\n",
      "Time:                        21:20:33   BIC                          11234.152\n",
      "Sample:                    01-01-2010   HQIC                         11221.115\n",
      "                         - 06-29-2016                                         \n",
      "=========================================================================================\n",
      "                            coef    std err          z      P>|z|      [95.0% Conf. Int.]\n",
      "-----------------------------------------------------------------------------------------\n",
      "const                   122.0706     20.633      5.916      0.000        81.631   162.510\n",
      "ar.L1.car.count.float     0.9992      0.001   1309.303      0.000         0.998     1.001\n",
      "ma.L1.car.count.float    -0.9361      0.009   -105.687      0.000        -0.953    -0.919\n",
      "                                    Roots                                    \n",
      "=============================================================================\n",
      "                 Real           Imaginary           Modulus         Frequency\n",
      "-----------------------------------------------------------------------------\n",
      "AR.1            1.0008           +0.0000j            1.0008            0.0000\n",
      "MA.1            1.0683           +0.0000j            1.0683            0.0000\n",
      "-----------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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ezrwTuyFLhpDhFThP/ZJchDK2NPEKkXnT64HTvDKEhFLOwZuogBsVX9z5JoaM\nERERLXX5DrYnovYMGeONqcfoVlpGgYQzggLPyxk/KSInyixjHd7vl9z0JD5/+cOw9o2ne0GGaeeD\nmTYAss0y1qVIgTztfNS1QQS2ej1wqmYIta6U9zHp7d1HLYk/uPzeJSKi5YABIaK85XwT6bpuz//K\n30kiAaAgI2K6IlxDKPr/ac4tu4sBoU07RwAAew+nKyxYMtJn7ehqCDU17XyHpQniecesxz8n8hC9\nPJrK4V2UB8ft/ew6IiKiPDAgRNTjdDely/k+1e/wNbcXqjUbd20ewuxCNb9GZbDvyDS27xlr6zaC\n50wwgJB1yJiSIdStsy9jRz9NZ05ZpvF3LdOQMbGe/PeJtW8c2/fqs6JsTSArtExjPFyvXyvyzhDK\nOx7U6xlW1Ly4j608EyMREdFSxoAQUc7yvoVk2rqq1aLS2/eO46qfW3hw25H8GpXB5y9/GOdftyX3\njrAsroh0/f/S3ynWZ2fMKOqmTLOMKYGuuiwZQn5AKPVLUrvyZxauvHWH9jm5zlFUn7Wp2dIStCPw\nJQfg8lh/3hlCvX6+U5swQ4iIiJYJBoSIehx/pVS1GhCqVOsd/nYGZNI4MjbXtnWHapDHZAxlzhDq\nVoJQ1iU7MGRMvLodgZJqzUGlZmufc4JFpTVq3rTz+bWtHYe+GvEem5V3UWlauuLOZ8d1+WMMEREt\nCwwIEfU43pQGiRoxze0XvxOfU3OaNDQ627Z1u0nTzitFpZPX181Zxjwp+/mlDDXHdcHWLNPOi93a\nnj3iRmf/yMcvsqh0MYaMqRlCra+P8SBKLdWw0l7/BBH1toOjs7j8p9sxv1jrdlOIKAIDQkR5y/n+\nkfejqiwdfh1xg9/tG/3x6cW2rTsYJAhlCKWoQaMs3wMZQu2g7of6v1mGWolhae3YJy6iswPtbhWV\nbsP7lDP18qjXk3sNoSV0vlN64rrIH2SIWvOoNYxfP3YITx+a6nZTiCgCA0JEOWMNod4mOtnd3q92\nmtScJiUVlc4a4NHV2lkK5PcuOoBZMoTEzmhHcNF1o9ebZsifCAj1eDxIHaKXR4ZQhsGF6SylM55k\ncQFIL57Kw0/UErsNw5eJKF8MCBH1ONYQUrVaI0Tck3R7t7aj6K8QzhCKHkKW5iZNNyvZpTdvw2U/\n2d5KMzNJe9SzFBVW9kPj32wZQmI9qV+SSZohY1Gb9gItPX4TrmYItS7vQG8zq/vR3U/j6z96PNd2\nAMDcQhXVX45bAAAgAElEQVSfuuR+PLS9OwXxl5qswXAiyq4t2apElCsGhIhylvevILwfDWgxAUB0\nGLv9a1WtjQc2PERM/b9agyZ5fbqMovufPIx7Hj/UbBPbJstxbb2GUPvOJTemqK2cXRa1aRHYyrVl\n7SienXOGUC94bPdRbN11NPf1PmqN4Mj4PC7+8ZO5r5tU4rPX7UxSoqJrR7YqEeWLASGiHsdfKFWt\nDgjxCgF3O0OojUPG4opIB/+fOUOoS7d1aTN/snTglMm6vBpCTRSVblMNoWBxcCHTkLEc29aOI593\nDaHcM4SaeE3NcZp8Zbws2W/Uml75niAqOqcN30VElC8GhIh6XLczWXpNq52iXikq3c4hY8H3Fuxo\ny53mNB1oXfHlXpWlffJ+EvsoU4aQZj25cVMOGYtcJv+AYzveplxDKI/1597GJtZXs9227CvGg/IV\ne4yYIUSUC//7ip8lol7FgBBRj2OGkKrVTlG7676k1d6AkPr/YGxA/n+a/o4yq1WPn45ZPi+O5n1l\nOi5trEflIjn7R2pCiJjOvduBzyRyhlAucn67zWQt1fJ+Tw0MCHUOi0oT5YMZQkS9jwEhopzl/aXH\nXyhVrWYIdbuGkCiKXQtEaZ4+OIW5hWrT652Zr+KZxrSuwaCIeK+7hiYxv1hrbdr5rg0ZS7dcls9L\nq7OMedlmMftksWpj5/6J7Oeb60YGt9INGXMabetdjuumynbKus4kY1MLGBqdbX1jEWqO06YMIUaE\n8hV9kLxp57v9ywFRwRXhu4houWNAiChneX/p8X5U1XINoS5PO18q1d+BnIlyZHwO/37VI/i3Kx9p\ner2f+/aD+LcrH8H49KJ2VrGnD07hi1c/ii9dv0Xp5KTZD3l32puR9rhnGSmln2WsmSFj0ctcfOMT\nOPfaTXj86WxFhl1EZwmlGjImzq9cawjle/CDmTSdCjb+40X34bPfejDVss2c77bttuW9MByUrzRH\nqNcz7Ih6HWcZI+p9DAgR5S3vWcYYEVK0niFU/7db9/nlciMgJEUuxiYXAABHxuebXu/ETAUAMD69\nGAoiOo6LI+NzAIDdQ1PaWcPiZF2+m5qdZUy8rJZl2nnvXIp+zdbd9UDQ/uGZ1OtV1x1+zk6VISSy\nl3KU87GvBYNvudQQan0lra6jZjtt6fwwQ6hzxEeMX79ErfGGjDEiRNSzGBCinndkfA63P7K/ML/U\ncchYe7VcQ0gzZOzurQex78h0aytOqSyGjEmBhzw7ejXb8d5buZGN5Lr+3wBgZxwypkxzHlOguhc0\nO2RMCAUp4tcQuZ4020pD937SZAh576PHjo8sWD8oj5bm0YGXV9HM7qvZyV0fa984nsiYNcZ4UL7i\njm2vTD5AVHTMECLqfX3dbgBRks9f9jAWqzaec9xqvOTkDd1uTqLch4zxJ0pF3tPOj00t4IpbdwAA\nLvvkm1tcezI/Q0gOCOW3/mrN8TrF5bIB23HhuK4SEHKVIWPJ64zLELJtF6W+DvRUU087n36VulpK\nmTKEAq9Ns2xWjuMCZc1j3nrjM4TylPcaRb0mI8915zJVWSubdxOHHbqui/O+sxlAtmsOM4Q6R5wC\n/P4lao3TjmxVIsoVM4So5y1WbQDAbAsFdzsp718U+QNlQE7TzotgQJYiwnnwikpL282zo1e1He+9\nlUv1S3w9Q8i/3GctKh0XXGjH9OY6afdQs0PGhCwZQnHDuiIXTr1u9TyVKRlbCTWE8rx85H1tExlC\n/X3iPG19/XmcjWqQLVubbMdNDBQebLKgNcNBneN9/rrcDqKi84Yv816WqGcxIEQdd+fmIdx0zzPd\nbkbbcMhYe7XaKQrWECq18Vf3fUem8Y0bn8DcQs17zCsqLQUjSqUch4zVwkPGHNf1MpOC206VIRQT\nQGpHJkoS3TXksd1HcdlPt2dqj/y+xMuyBYSigzbhZVOvNvF1aaad92Z2afHw7D08jYt//ATmF2vJ\nCwfcfN8e/OLRA5HPi2wsLyDUXBNVOZ+OWVcnF4uPeu2OfRNNtYUZQvkKXsvENcRxXT/Yywwhopb4\n31f8LBH1KgaEqOOu/rmFG5dwQChvDAgF5FRDyAkETdph084RPLxjGM8cnvIeK3uzjEkZQjlus2o7\n3kxbIgjkBoaMyUk9WTOEQkPGOtVhknaS7hpy/5OHcc9jhzA2tZB6lcpnSwwZq2XPCUhVQ6jJdeo+\n/+mmnc/nuJxz7aN4aPsw7toylPm1P7r7aVx7+87I50WG0EB/Y0xcHqO9cikqrf87jZry4dIvs2Pv\nePZGgTWE2u2+Jw7hnscOYXKmEvv5I6L0HGYIEfU8BoSIcpb3TApuo3/RzkyWQmlx94obfHFz0s5f\n3StVkaWhGZokd9hzbIKcIdQnMoQcNfClZvwkr9OJyUixM9TcaUXSLhKZPVlqfigdf7GeJl6f5jOf\nNVARV8NECfZErLbmDRlr7fiIc9i23dxv6MUx6y/nlyHU7T5HTckQ0gTzXBc79tUDQqtXZCvjyK+A\nfAWPjt9xdaUfDjrcKKIlphtZxESUDQNCRDlr15CxPIcVFVmruzfNVOFX3LoDF/3o8Ra3BCzW7MbG\nws8pQ0sS3lSlauMz33owVZZGzXa8zYm6QY7rKudPmgwTpa0xyyfVELr38UM4+4K7MD69mLidVoj9\nmSWgowt01WoOnjk0hb89/05s3zMW+3o3EFzMV3SHVB3yF5UhJGYZy6c1pZKRf1FpUUOov3Er0gNT\nxrfaDDnzT7eegyOzmG0MIU3azvnf3Yyv/uAx7/8cMpazwP5X4qwcMkaUC6+GUJfbQUTRGBAiylnu\nASFHBITyXW9htbiD00wnbO2fwJN7mhvWIas0CqKrHY36f+SOY1JWy9GpBRwcncXuA5OJ26zarrc+\neciYTFc7J07sLGMJK/j2T7ajUnPwyI7h5A21QAzVSZrhSeZoUoRqjoub792Dmu3ie7/cFft6L4un\nDTWE4gKXabKg8i4qbRjI/eJWbUOGUD7992wBU1lSDarpuYpmK3rb945j81Oj3v8ZDmoveWiL6wVk\n2Y0laoWceUdEvYnTzhPlLO8hY52odbOc+LUhxP/Dx8t1XSxUanBdt6Vf5ReronMYzkSJy7oJEpkU\nac6smq0rKq325Z0UGSayuABE6iFjLZ6+ScdBtEPNvIo/fmq5l0aGUZYaQt45FL2IYYgOZjZxQ8bU\n46d5retKM7vkcz3KMmS1WrOVoVNRxL4e6PNnw2uGLrCXl6yrqyZk/rkx/0vCDKF8Bfe+n8kgFZVm\nH5aoJRwyRtT7GBAiylnbhoyxMwCg9f6eX0Moek2OU+8QVKoOBgfKTW9LnyFU/1ce2pSU8VGpRdci\nCqrVdNPOBzKEWhgy5kj1NYLritPus1e00Q7UR4r72LhuuPOuFAVOaLSbIiJkwGh0MLOmCNX/0QXs\naroTStKOG/CSkX7I2D9dfD8mZyqJy3kZQn2tpT9mPZ+T5DVkTHe1kh/Juh1+BeQsKnPS1TxGRE1h\nUWmi3sdBKER5y33IWP1f/jpc1+pNheg7eiVWtBkW9X/nK9mn2paJgJC+hpA0ZCzhPaXJEBLZQFXb\n8dovhozVA1z+q4NBkyRK0CeQ7ZI2+NDu89d2/OLH/mPxbdMV186SIRTMNtNp9m37Q1bCz8UN4QPi\nZ4VrVn3IWLpl0wSDAKmGUF/zQVcgvuh5nKjgkRv5n2RyZpT2vGhfMhO1SJxH6pBaHiWiVsiZd0TU\nmxgQIspZ3jeQLCqdL6+GEKJvUsRj84vpAkLWvnFt0WRdZo84ntmGjNmN5aKX6WvUYakqGUKihpD6\nWjdrhpCrdrjl19QSikrnJXmWMbFf09dmUj+rrrKeNNIUKBcBoR17xzE5k6GwdmOVu4cmMTwxrzyV\nFABRhs2l32IsI0OGUFq1QIZQs9k9WT5LssglWwjaKDWEdMHmFuoTFTk2sXP/RNsLy2cV3J1+QEha\npsD7nKgX5D3BARHljwEhKozlmiEjOu+MB+UjVBsiJkNooWInrm9ytoLzvrMZn7zk/tBzIkNIl3FQ\nUzKE4u+U4qavF/oa2UA1OUPIqyGkhr3kDk+aeE5wSI7cjE5NO59EtENua1KGkCv33TXHJVmaVPj6\nMdh9cAqfvvTBjGsGLr15Gz55sXpuyUE43TmhzPyWVw2hNlyAarVAQKjJ9egyvVKJWLaVX7KVWcb0\nEaHE7UcpalHWmfkqzr12Ez729Xu73ZRYIvDdzJBYItLzhox1uR1EFI0BIaKc5X3T7gQ698tdq2nH\nwVnGdGsTNzALKTKEZuarAPzhLzJdIEf8JQdSkoIy3pCxuAyhRqe6ZksZQo2sISdQVTprRkVwCJIb\nsa62Sjj9RRBEqc2U8N4czXGp2enr/fgxxeQMISB9xhkQf6yThozV2pAhVDLad23z6qM1uXq72SFj\naZbO+J6zFJXO+naL2qFaaHHobbsEj4/48SXvmlREyxmLShP1PgaEiHKW9/2juCGNypA6ODqLa26z\nsOfwVL4b7gJr3zju3DwUv1CL+zc0y5h2mUZAKEWGUFyHYVE31EszZCwxQ8hbT/Ry/d6QMdfr2HhD\nxgDIMafgkKOkTo86BMkNZBilOyCtJvgZCREhr6h00zWEXO8x8bKkbaaqIRS7hti1Rz6jHr+kDKGm\nG6BoR4amaHuj9nnzGULNDhmLyhCShwxlbIudkGGmrHuZRISKMiGCuF4o1zfNPl+s2rjx109jbGqh\nQy0jKi5dsXYi6i0MCBHlLO/vvKRp52+5bw9+uWkIN9y1O+ctd95539mMq39uabNthFb3b2iWMU2v\nTHQC0hSVjuvU6YaM+Zko6WvdVFJkCIlhN9WaHcoqq2cI+csGA1BJ+zQ0rbf0X7tDNYSSsjlER1wJ\ntCUNGYtI10g7bCyYbabVbFHpmFXWEjKEms2YiWMY7Qh21//1M4Sa20BSxlQrsq4v6dgE1p6tLQXt\nURVluLc/G1J8gHHn/gncdO8ePLR9uGNtIyoqFpUm6n0MCBHlLe9hFaKGUERA6GjjV8qlVesg+r20\nmsIvghtx49qzZAjFBUS0Q8Zc8TpXyUqJk2aWMbmotFivGDLmuq5yMxY8VxIzhAIBBrm9aWsItdol\nTDrsoiMuH4+kYFVUcebUAaEUbUvKMmpG4ixjyrClfK4L7cjy8LIfpUy2ZrQzQyirWsK08/JjWbdT\n1NFLvRoPCp4rjuZ6rLs2i8+XyNwkomji81LU6xfRcsCAEBVGj95ThuSdL+HNMhZxVy1q2Kxa0Z/z\nlvNTsx187YeP47Hdoylf0b6jnaaotJchlKLmS1Q2U812/F/GlGEiUjBFM82xjpdpFFtUun45r9Qc\nr/19XlFpqBlCjnpOJSX5xBaVThuIbPe082KWMaU2U3zboooRp55pzDuXopdvetr5mCYk1YDKVhg7\nnVIp/1nGvBpC8GfDa4YdcRyT5d9DqSlFpTVbbGGT0QEsF9+86Uk8tP1I8ysnf9ipkmUYXk4E17td\nUP+me5/Bj+95pqttIEqytH6sJFqaGBAiylvO333ihjQqQ2h6rh4Q6uWA2cjEPDbtHMmQYt++G4i4\notLB59JkCEUFhER2UH0b+vfjBYxyKCot6rAoGULSkDH5pWIIWrksOuIZMoRc9f2kDQi1niGUro1y\nexJrCCnP+39nHzIWvUzTAaGYz0CtFh90CB6vPNSDh/l+Lv36aK2tJ6mmkm6b9b8jl9Iun4adoah0\nUiA4/tW+4Yl5PLDtCC7+8ZMZ19cZRckM8OrKRQTw/cfq/9Y6NFw2yo2/ZkCIep+d4nuSiLqLASGi\nnOU9TjpthlAvf9eKgEaaAAsQX6S31ZsKub5hPdslPDxAPLSw2FxAyHVdZThBVCFZb6p0uQ2a7A+/\nhlDcjvHb450zJT/gI79WtK2vnC4zI1yEWnoPaTtFKTr9ce9P27lWhq6F25GlhpC8pBcQSmizl2QW\nuxl1JcH3GPmeY9a5WJXPrfCCedQQCq63LQleIkPIGzLWXGuz1BDSHfM0Mw+mVU0KJupjkKm0Y4hb\nJ/TqTF3BZjmNa5l8PumCdt6w3y5nCBEVgT88n58Xol7FgBBRzvK+9/U79+HnlOEJPXrTDfgd1NTT\nDyfHPZom9tOTz4zhw1+5B0Mjs95zTmAIV5r2BgNCX/3BY/jI1+71hnkFGy3fFIlfmJWaPI3HHrVG\n8Nfn3YldQ5Oo1sLFqUPvq/FvpWZ756AYRhaYdd7LXiqXxPNZMoTcQCAmn/Pu+l/uwl+fd2fkPtdt\nRX5Mlw2UlLwUNWQsrqi5sn0voyB6Q8HEvmD20ce+fi8uuSmc2RHXdDUgFH7eTqxjE+/L12/Fx79x\nn/JYyTDad23Lc9r5DMccLnD31oPe5+yvz7sTP7r76ZbeZ1L9Jvnzn09+UG9f+3tZsIOqLyqteV3j\nQQaEiJJ5nxN+XIh6FgNCRDnL+95cTCGuyxAS2UHt2G6eRCc4bYZQO39JEn1H23ExM1/F0KgfEKrZ\naodgPs2QsUAHf/NTo5iarWBRGjIWFXjQFVsUbbjhrl0AgF88eiDVLGOizbohY/Wi0lKbGwGmchMZ\nQggEl/IaMvazh/YBAA4dndMvEDP+xnVdfUCoiWnngQx1kaRmpO2Uy5+Bas3BxEwFD27LVvtFGY6Y\nlCHUxEfp8aePYmxqMfsLMxJtM1qddj7iOGqXDQwvu+LWHQCA79y+EwBw8317tG1MK6mGUCuXtqIG\nfrIPjesOcWoo087HXAu6PWSMqNe5rutnXne5LUQUjQEhohY4jovRifnAo/l+7XmFVzU1hET9IKC3\nOwsiyJE6IBSbCtPa+wzuJ7kDFywCLWerVKo2JmfCneRaZA0h/XtVslrs8BCFYBsMA6hqZisLrbfx\nVLXmeOsTAR+nXvjHb1ujzX1NZAg5wQyhtAGhlGOOooZG6jYj2h3VBttx4TguRkKf0cbrI16XPkMo\nOdsj+L7lz8B8VDZU7HF2I88tIXVR7AzqQa+816kGu5u9hmUZIhcVnI2q0ZY1OK1kgEXHMKU29O51\nOze9+hYD7dIV+dc13bvuMEOoUGq2g7HGrKztMDa14P3YQnVFCQYTLXcMCBG14Mqf7cA/XXw/rH3j\n3mN5T6gQnBFKNjVX8f7u5a9d28sQSjlkLEar7zN4gyJ3/r0OQePfeamG0Nd+9Dg+8rV7lX0ORNcM\nkYf1BIephLanCbCIxwwYfoZQzPsSq6jUHO9vf0iY2vH0hoylLCod3GeO5j3kJapjHieqDY7j4o5H\n9uMTF9+Pw2PhzKOo2k6iU5/UEvX16fbDohwQipjFLm5NlZoTKEwcXkau65TX/Xg7Ahd+0LO1AkVy\nUfakdkY9LV9f3YjPaxpJwang9qNWr3sfRe1c9WoeTXBvekPGlFnGmCG0VPzo7qfxiYvvVzKr8zIz\nX8U/XnQf/u3KR3Jfd5HpaiISUe9hQIioBb9+7BAAYNfQpP9g3gGhQIFg2fSsFBDq4e9aL0MoRZFm\nIClDqLW2BNctB3Rs21GGV8kBrCeeHgMAHBieUV8fkU2yGFVDSGpALRCAkv9WMoRqydPOi1Zri0o7\nEUPGSumGjIVmGdPUPMpLVGwgbrYfXUFpoN62ycZnZGI6nN0VlQmQdpaxqGwTWfD9LEjnRdrPg2wx\nmB2kGzKWU+ZCqAB27rOM1f8Vl7Zmr2FZAmBRQRX58trKu1QzhFKsKWIR7cNRy/bwtR9AARpY59eQ\n8x+LC8wxQ6hYJmYqsB0Xcwv5B4RE9vABqSYh5TPBARG1HwNC1FHL4ReCtnWakoaMSdvdc3gKuw9O\nhpbvFrmGULpzIC7w0ZrQkDEpoBOcnl03xO1IINMkKiAkv1Zep/y3N2RM0wERLTEMpKohJFZcsx3v\nJqyv5A8Zk18r6huJotPJdVfkuijqsmk7RQaAR3YMewGaKHKmxs79E/52Y3rItZgMIVfaL7rndRtI\nO+QqWGxbJ/iplYOMcoZQ2qyUSuCc1J196k1485+YUAZVxKq27RnD8HhE7afY9QcCl5nXUBecBS/1\nstLCpYiIUNY21WpJbUkZZNM8XNRvz1792g82S0yPrcz6GFO7LG3guN227x3HwVEGIpKwlk3nKdm7\n3PFEPYsBIeoopWPcq3eJLcr7bcVNO68MGZO2++1btuPSm7fl25AW1LzAh5uqPks7z4zYDCFHrY+j\nG+J2IHDjnSogFJFJEhyiJv8tD6eppKghJN93BYeE1Z/zF6gGpp1PnI0r0InWDXFLsvPABC668Qmc\ne82jscvJazv32k3ax712eRlC+jbYUkFLcZxdpbMnbbeJk06dnjpiocDnNmrIWKUWHXRTXh883zSL\nJtWxSSs0u5xmmSefGcMF123B9+/cnXn9foZQaylCtqu2M802G//z/pKHrUUFcNOoJWQrhYaMRWwg\nLhCR8uGe0evtE8RQMTciaBh8LO/hss06/7ub8ZlvPdjtZvQ8L5O0Nw7bssAMIaJiYECIOipNEdai\nyz0gJAoEazOE5ICQv+H5Sk3peHabnHGRprB03D5sNZAY7GgpGUKuC3kE1MKircySAQAHAynhckBJ\nDhDIwaSoTmhNG6RwlcdKypCxuHcWXq+oIeQGMoRE8KGcMkMo2PFRg1rpfiU/Olkv5nlkXF/g2Vt3\nVCcrpoMc1QY5Q0gXNFKvR9nOq+DMZpEZQsEhYxFFpRcr8VPJC8GC0omzjEWvKlFS5s3cQg2X37od\ngDoULvX6c8sQ8v/OMmRMXjSydlXG640yy1iK12ZZfWQNoR7/caVnf/wJtMuv3+Y/pqsh5A8Z640M\nIUrHm7ChDevu0TO866KycImotzAgRB2lfB8s2e+GfN+YV1xY019RZxnzH7dttys34ZWqjet+8VRo\n+Ij8q3kehaWbYTsOvn/nrtAY/2pwyFigw7hYtTErFaEciskQkjuDcn0YNTNOapMtOiDhTBMlQyhD\nUWm5TfIsY/Jrq94sY9IsZDHUTJjmZhlLmgJeXr/+8fBj4l1FZgg5mgyhiG3pNnt0agHX/eIpPHVg\nAt+/a1doPyhtiXh7wcw+JSAknSNpAyoicBSX3ZVXmr78Hp85OIWfPbhPef77d+3ypqdv5noTzhBq\nsp0ZCpfKyz647Yj3t3KcWrh2Jg2h1IQl9cstoc5TjyTShASbFQzG65aRtWM2P2ofP/u2DceNp4JW\nluG8RNQ9fd1uAC0v4V/k088u0+JENB3TyQyhqYgMoW6lsu8amsRtD+/H6hV9eNvrT/bbkzlDKLr9\nze7fR60R3Bro0AJqEKc+G5f6/PyijVmpCOXMfBVTsxWsWz0Qer3cQZCL/2YZMmYHbloNw/ACOPFF\npX1VL0NIFJVWXyuyTPwMocjVKm0SG9IFtZKkPSWzHF+vPlBsDaH6c14mmPxWEn7gn56r4raH9+O2\nh/cDAF504rF4+SnHe+tW25Ku4fJ5UVEKTEdllOlfv2KgrzFbjiZDyE43/CyJfNzvePRA6PlNO0dw\nzOoBTM5WmvpcynWy6v9vTrDoeew2peevuW2n97d8fW3ldws1Q0i3/XSBxDTDzQqjAA2X66wpAfq4\nDKFejXSRll2A83CpyXJtJqLuYYYQddRymKU17+888X0aVVR63ar+0OO243QnQ6jR6Q7eKCuZM2kC\nQvk2K3a7wQyhYObHQqUWmqFKzhJSMoQiMqHkVcoddH/ImPR8YNiCAaCSYsiYfLy9DKGIDKBKIEMo\ny7TzzdYQSns+RmUI6QIb/nCwqFnGwkWl5fWkmSVMJg/rCg2ji3hN3JAxefvq7GHRjRHLDfaXG+sI\nLyMHJlu5DKTJHFu9sr+xndYzhJq9ZkUNA0taVhaZIJSxScq+T/HiqCX0IySjPhu9rWc7glK7orL/\nilBUmtIJ1uej9mPQlKgYEgNCpml+2zTNI6ZpPiY99jLTNO83TXOzaZoPmab5Sum5T5mm+ZRpmttN\n0/zDdjWciilrB6yI8g7E+LVk9DWERKaK/L1rawIbnWBLxaNlWQNC4ob7sp9ux60P7NU9lVlUglnV\nVm/+g8dvoWJjvBEQOu031wMAhkb8qeflgFBUJlTUDFJ+zYpwB8TPEAKq1XAwI0jeRLCGUHCWsWqg\nhlDSPVvcrFVpb/hSDy2LCgi54t9wbz1q3XKGkDjO8svVX//TdN6jA2G6Zu8+OOkNqRLkQKG8ivQ1\nhOrHbsVAWTQqJG1dpyRJw/xc15+u3XHrRbLPkwqBJwnOMtasTEPGIp7XXV+B1jKEtDOFBR+L2ICu\nncq5G3FN6TTXdXHJTU/i9kf2Ry8T+P/PHtyHb9/S/UkPlE+/fG+SUJNKPMTObrGI72cetc5JU2eP\neoPtOPjy9VvxwLbD3W4KdUGaDKHLAfw/gcf+E8C/WJb12wD+BcD5AGCa5osBnAngNABnALjINM2C\nDPShTlgO3wftGjJmBDosjutiftHGqhX99WCHnLVhu13JxqppOt3y40C6GkJi6fufOIyHdgxHPJuc\nwSAL7j+/bcEMIfX5hcUaxmfqnfqXnrwBAJQpftWAkD7wFRV2qGkCaH5AyG+TeDY2Q0j626sRVNYP\nGRO851NkgnjDz9xA8DHlr+RpawhFDeMSbdTtyzQ1hLTTziv7PU3j1HVHrUv47+u3hh5TMkiUIuT6\n8yXIHzJWDwglFpVu4XqUGBACABgwjHo7Hth2BNb+idTr9zOEmm4igOip5JOWlRmtNqJBGTKWYvlm\nh/Sl/Ty1W8128eC2I3g0dJ32Bc/RR3cO474neqvTIX9mkoaMuTHXFOpd3pCx5XAj2iNYQ6g49hye\nxuNPH8U3b+p+sJ46LzEgZFnWPQDGAw87AI5p/H0sgKHG328HcJ1lWTXLsvYAeArAq/NpKi0F8s3v\nUv1ObqVmh44/E4/6eEUeOmLUP5QAvNmPuvFrjBfgaHXIWCNTx3bcUGdf+WE8U0BI/7haQyi83+Yr\ntjdk7LST1sMwAkPG5BpCUR18bXaLXEPIf0z8LZasJtQk8Z/znwxlAEWclf6Qsuj1inaWy35AyE3o\nMMed9cEAACAASURBVOmk7b8mBvmU4y/aFz1kTDylHZ7X5EfEdV1ldrqodVWDU8QHFpTfq/K5iM0Q\nanzuRUAI4fdvZxy2FCX52LowjHp2jZwtlJaXBScFG5sRl8EW3qb+8ZIyZKz5X7VrCR2gYPuiVq/b\nblS7uvlVKgKU1ZjgSPCa7br1NreaxdpqJpwSBJKvwQnH37/uLNGbmCXKGzLWhnXzTNBTZxnrXjso\n2VLtk1E6zdYQ+giAC0zT3Id6ttCnGo8/F4CcNzzUeIwIQPCCs0SvPrlnCNX/DRaVFkNHBvpL9eEO\nIqOksZO7MmRMMwQKaKaotL+uuJv+PN5iuIaQ+vxCpeYNGdt47Eo8a/2qyAwhdZYxKRNKk90CRMwy\nFigqrdaDSZciFKwh5Dqu9rxMM+28GG7mTWEPdfhZ7jWEItbnBs5veZ1RRaWvuHUH7nn8UH0Z79jo\nAzJZOv5fuOJh/ONF9wXaF369LiAkLyW/RClCnqGG0K0P7sV7//MuHDrqn5M1ZR72yFUlSirC6rj1\nQKvIECoHo9aiCVHDABv/ejWEmmxnlqHIkUPGcsoQUjLm4sYbxSyiWSz0mHKIu3gnLwKU2uBnQ/CH\nINHetAXpdXYfnMQHv3Q3tu8N/l6Z3me/9SAebmQ2RZ1D+tkN6zjtfLF431VL9NazF8nfRdztPY4H\naFlrdpax9wP4sGVZN5qm+ScALgPwllYasnHj2lZeTgUxMOPX0zj++LUYaHRq0jjmmJU9c54E27F6\n9aD395q1K3Jt5+CK+sd01apB5fHVa1cAAI5ZuwKGAZT7Sti4ca3XYXTczn+uVqyoF5gdXNGvbLt/\n0L/UlPvLie067rjVXrFaGIay/KpVA9Jya1KfQ+vW6YeyyB2BdcesxIYNqwHUMwYcF+jr78P0Qg0D\n/WX85onrceyaQRydXPDbJPUj161b6f1dlXoSq1YPYuPGtaHgycpVA9i4ca2330Qb5PdbKvudbHGM\ndeQhL+IWbMP6VQDqx2NN43yRrW2ct8ceuypyvSKQMtBfwvwisHLlAI49dpXfphTHM9i+uOWD719Y\n1dhX1ZofODnuuDU4Zs0g1ozOJW6/f6B+Tsozew0M9HnbShMQWNv4bO87MhN6bsOG1TjumJXKY7r7\nqxXSZ2PFSv+4y/txTprVTvDa2Vc/349ZVz+eu4emAABPH5nB/zj12QCAwUF/vStW9jd9HZCPs649\nBoD+/jJKhoFyXwnrj12pXfa449dqZ0kU7RTvRXy2s7Z3lXT9FedJlJmqvhO/UvoMrm9cAwBg/frV\n2dojpSKu37AaG49fozy9dq16HTru+DVYszI8McDgrD+D5PHHr4FhGFgjvc8Nx63Gqkabpxb9c7rT\n1/wK/CzDqG1PLPjB8Q3HrfYC0es3rMbKweZuQ5/YN4FKzcH0Qq2l93z7owfwR298IfqmF7zHks4n\n8X0vLue9el9CKnGNP3Z99Pdds+TrSq8fh062b2TGv46tbtwHUW+Sj1UvHadeastS1mxA6F2WZX0Y\nACzLusE0zW81Hh8C8DxpuRPhDyeLNTIy3WRTqEgmpYDQyMh0poDQ5ORCT5wnGzeuDbVjdtZ/X1NT\n87m2c64xtXxlUe0kHjpS7wi6tgPAQLVqY2RkGvONzBTXcTu+vyYm5wEAs7MVZdvT0nE/Oj6X2K7R\n0RnMDNQvT5WKrSw/K3WUhoenvaEzSWakG36ZXMx3bHwOKxo3jSsH+zC7UMPI2CxGx+dw7JoBjI7O\noGbbcF1/385LnZ2Ro36gYHZemqp+ZhEjI9OhbKeJyfq5MiOdP2NjsxhZO+BlyszO+e9XHGMd+dfq\nxcY5IN7z7FwFU1PzoddUGvWcjh6dxdTkPI5btyK0P0UARXRz52YrGBvzs1Hm5iqpzrOKtJ/jlh8f\nn8PuPUdDGQczs/V9KAeERkdnUJlX2xNlarp+/ZADQnPzftvTZCtMTUVfg0ZHZ+CkqI8l7y/5XJY/\nF/OL4fWI5yam6sfUCAQXK4s1bxn58zY/Vw212XVd7B+ewYkb18QGwkZHw4EvuT2OGDpn1I/vnHSu\nqstOabOH5ubry8802iuuo1mvW5OT/rktPmtRjh7VnysL0ud4TFpmbGwWKzLkUsuZgWNHZ9EfyN6Z\nmlKvQ6Oj05hfEQ4ITUv7cnhkGiXDwLR0DRsemcbqxuvGxv32yu/dcVwcGJnB8561JrKGWqsOHa5v\nb6FSi9zvY2N+wPbIkWmvSP6R4SnvPWQljvn4ZGvft3atfk0dl2aSnJauldMz4c+8OA7iGtWN+xJd\nVlgv3B/1MvEdNDY2izX9+U6yLH8H9fJx0N2/tpO8X2Y0nyXqHePj/nW6V45Tp8/XpS4uuJb2imhA\nnaRnyDTN0wHANM3/iXqtIAC4CcCfmaY5YJrmyQBOAfBQ5hbTkrUchhPnXlS6sb7gLDjy0BExZAPw\n06JddH4oQS1iyJhcbyXVLGPwh4oFgyhR04YnieoPKTV6HNcLxIhfrmfmq5iaq2L9msHGegztjF2A\n+j4XNbOMBZsrgjhyIWV/yF9jnc3UELLDQ8Z0rxXPD0/M4zPfehDnX7c5tIw4n5QhYzGzbUURx1F3\nHJSaRK6Lf/jqPfj4N+4LLCSeDz2Uqg3+tPPydsPrihM3lCvtuagM+5Fek36WMbWGkDDQ53+dJ9XU\n2bZnHJ+//GE8tONIbFuT9quoGyQ+E7osILGc/vH6E1EzfKWVpXBpqmnnkX59QUlFpdPXEFJeFFpf\nmkLaP/r10/j85Q/j148dim5wiyq1bEPG5Pp2rQwZE++59cLOjQwnpag0tH/72xbDebs3ZIz1PrIT\n9yfcd52T1wQHRNReiRlCpml+B8DvATiuUTPoXwC8F8BXTNMsA1gA8LcAYFnWNtM0rwewDUAVwAcs\ny+IlgDxR028vJbkHhBpfqMFf8sWvXQP9pUZAqP548Au4TT8Ma3md7mBRaUcOCKWYZcyVawgFi26o\ny6UWFRCSawhJRaVXregDJoEjY/Vfi9evHfRWoyvgDKj1ftSaMPr2ppl2Xl5/yhJC2mnlgx3RkmF4\nHfH9w/VfYJ4+OBVar2iPNyNZoB1pi0qL96rr/KeZmja4X+S/aymKy3rBOqWzp66rr2woxzCL1Oei\ncv76/1EDpdErC84yJgxK2ZZ2QlBirJHhMD0XHpomSxMQAoxGUWm3iYBQ/V+jFL9ckixTG6cK3EVF\nDVNIqvmVdnVqPMgFoAailcBoxDofadTH2bZnDG962XPSbTgjUcsuNiAU+MyJtrdSlFlXY60VUTOL\nBb/LgGyB6HbpRo3AonO6MfXqMtcrsyFSsm7WoqPuSwwIWZb1FxFPvTJi+XMAnNNKo2jpUuNB2S4+\nnQxsZCWn47dvlrFAhlDjBnywvwxD6izYgVmzSlGRkDaoaYoky48DwMJiiqLScGE3Fov7FVl3U+w4\nLu574jBeeepGrBjwL3FRWQhqcMOvv7OqkSF0sDF85Ni1UoaQ9Ho5w6hS0783/4vWbayjvl3/F0t9\nZwQIZhxE7wtd1lJZnlY+8NJSyfA+U7ML0UE6L0PIK0Ct7ve0nSJxDuiCBvIxTrpnV64h3jmf3Aax\nrw+M+MOgglkWfeUSana6DLZwu9Lth6iZFhc0AUQdLyAUGG4rXx+UTrJmZSIbSdfZlcV18sXK67OM\n1c8Jcb6FlooqKt142C8q3WwwLv2v0Gkyclq5gmctNBy9b8LvSXedeOLpozgyHh4OKmvXcDFAmmWs\n5uDI+Bz2HJrGa158grJMsN3iOM/MV/HY7lH87kuenWn4OOAfo1azdMSucSKCirrvmPyyk5rHvlt2\n/ixj3Hmdos66yP1O1KuarSFE1JRWItA9HA9S5fyd50ZkVoihIwNiyFhjw0rqu+MC2e6zWyI6Q8F+\npm1nyxCCC9iuGDLmBp/y/9acT49Yw7jsp9tRqdl48ytOTNfwBjlDSAwZG5loZAit8TOExLYNw1A6\nzVEdaL9DV/+3r1xCteZI+yscEBGPVWvpOru6rKW+ksgQCt+KlUp+R1GudxQkzqc+EXBwA7OMpewU\niTbpatbIwwKjfvkO7kP19eqDcsacUKs5cF0X/3H1o9K21GX6+0qxQxpdN2YWtMhXhdfhbV9al1zb\nKHbIWKN9KwLFeOV12Qkzu8iF5+MkdXhFBqIYMhYVeIjajDgrvWtbk9fOTBlCEW9ayRZT2piNmiGU\nvHyqAJU495Xn6//70vVbM7YwX+K8tR0Xn7rkAQDAyc9Zh2dJBcaV64U04+EVt+7AM4emMDa1iHe8\n6QWZtqvLoGyFMgW9/BnVHR8vW7F7WUL8NT87bzg9d13HcNr54uDnYnnLt6oaUQL51m2pXnzyfluR\nGUIVuYaQlCHUxTHb1aghY41OkoGU084jZtp5TUdJtn+4ngEyNasWuE1Tp8SRagiJDCGxDW/IWKDv\nKndI5GFiSpNFB6Lx/75Gto0/ZExqg6vetKo1hKIPqPxM8Jxx3PBrS4YBUec3LkNI7A+R/eG46sbS\ndoi8rCVNQKiWokMvggdqhk3jHAkELvr7wl9tVdvxzg3v9YHt6l4XWk9C0C+JrqMPpB8Cslh1MNBf\nwtpVajHeyKwtzXr9gFD8NpM6264LGKhnmjmaLDR/wejXA34gqdnLVZp6Ov7zEQGhqPM4Y6OSplkO\nbj5ylykLhiNCaYZidOLyX9GcI/OB60kwQ0icd88cqg9RPTyWPEtgUF5ZOuJqpBu2W99OeC/Ku75b\nU88v1funduLwpc7jPi8OHqnljQEh6qikIQpLQd6/3PlFpdXHF6XisnJdm5qjv7EFgM07R3DTPc/k\n2j6ZGLozNr2IK27djonG7EHipn3Vir70ASFbdPbdwHPxN+tDI/UhXmmLV8scKfulv7/sBW4AdciY\n2LbrukqHpBbRgf7Rr59BzXa89vY3gitezaW0Q8ZiTi3dc15RaU2GULlkwICaITSgmXklWFQacJXz\nSj7fHts9ih/evVvbPvEaXRaJMmQsIXige5+1wIv6y+H3UbMdPNyoqRJsU9zrgqoRHcD0n3vpvcrn\nsuOiWnNw1c92YP+R6Fk1KjUbg/1lrG1M0S7Y0uv3HPJfr2uV+GzccNduZebHoMSAEFxAyhBKqv8U\ner0XuIxpbApqEe14aTKE5JMsa5OU65VuuFFwjSnOG8c799Vre9pzrp3ZtYsZr7N2IMMQAB7eMYxN\nO0cyrSe3ws7NDBmTjmG3ho2xhlB2zBDqvCzXZuoyfjCWNQaEqKPUX9662JA2yvt9RRWV9mcZaxSV\nbjwerCEk++oPH8eN9zwTzrrJibg53r53HHdvPYTv3vGU97gBYPWK/pRDxlxltrToTlz4sYOj9YBQ\ncOruNGU05E6WYaiFe/1ZxrwmhrJjgr+WywGWB5484p0boh6P6DzGZYooRaXjGq858bysHmmYhmAY\ncg2hekBo1WB4FLE3ZMyrRxQdwPrv7z+GW+7bi5mYIWi646Ccs4mFjMOdtWDQsE+T6VOraTKElP2u\nf11w+UpEFljaWLcSdwgMU7n3iUO4a8tBnH/dlsjXL1brAaF1wQwhx8UD2w7jri0HcVSa2lx3PZI7\n8df9clfkthI7u25jClJDH3RMEpxBsdkaE0kZHcqyUY/n0HFxpOtW5HqC8aCYdQUXcpXnU2TndeA7\nNqpumkzJgHT0R/mOR/Zn2q4/C2M+bzK6qLRmYWmTeW0/q6V6/9RO/j0Fd16nRAVaqffw6CxvDAhR\nR6nfB9kuP0W5WOXdTm/4T6iGUP1OdaAv+5Cxdn0vB2+O5xvBn5rtolwuYcVAOXWGkJJ5E5ElE7zB\nWKzaXs2fYEAojfpwhvrfJRhYOVgPCBkAjllTz8jwM4TC+zEYLJBnfpKHk/UHhozFZQhVaumGjOn6\nhn6GUPi8LBn+OTXXGOKxUhMQ8jOE9O9b1ynNmiauZLUlZHDoRtIEA5y6TJ+q7YaCbU5gZfLMa1Gi\nh4yle8/BTr38+jTZFouV6Awhfec0/Jh8LsZ9TqKyoeQ1G4aYZSxmuF/ChUj+TDUj05CxqPMrotZF\nlk5McPiQ7qXBh9Jco3XnvuO4LU3bnpeoYbKKwPVNt0+DWX7Jq6wv3/qQsfq5F11DSHN9kzMku1ZY\nuvvHvmi8z3gbdh1jHXppZgCl3sBTeHljQIg6aln8QpD3kLGIDKHt+8YBNIaMGf6+DRWV7qBgx1wU\nNbZtB31lAysGylis2NrzQHks8Ot31C/hwZv1w0fnvC+1+UDnOs1hcRy/HUYJ3ixla1cPeMPH5KLS\nwe0HM4QGAzPn+BlCwSFj0e9JLTac7XiW5aLSgdeqGUL1oMCqFdEZQt4sY1DXlX1WpfBj8joigxCa\ne3nxd7BjrKsFZNtOaNvBQIIBPxNK3wQ3hxpCcsdT7YSmGdpTryFUDk077ziuX/g7oV1y4CkuABaX\n/eB9TgCvhlBkcCNyHY02tHgnomblxB+IqKE2edQ+De4v+Vg/sO0w/v2qR1IXQU5qg+O6PdHZEj9M\nxJGXiAoIZf2uEqtouah0E0PGZN0bMtaVzRaanHVMnZElWE9dxuOzrDEgRB2lyYJv6rW9Ru5S5X2j\n5nWaAh23XQcmATRmGZOWSzPjTqcyhERWSc1x0VcuYaC/HMr+0bXJcV0lSBCV9RR8H0Oj/pCgYOZD\nmpoLcqe2ZBhY2eh0i+FiQDBDSF1nsHMyKHXa60Nq6suHMoTkNgR2Tdoi4bpj7ReCDnfWDSMcZEyT\nIQRXbW8es+zI64gszC3+lYcHNf5NU0OoKtVwEkIzSxlQ6kbpGqErohtsV1rq1OIpzk+nXrOqPkxU\nPXa2Ez3te5C8j+MSouI626K1hlHPstBlzHnLRjwezH7sRIZQ1OmaNLtdGnHBgW3PjOPpg1MYnVSn\niG9l2vmkDCEvONbGIkK6IZThOkn+n7ajDxxmvY74GUL5fJkpP6Ro9r2yrPRYtwJCy+LHtZy1M0OI\n9PIYikudwaGUyxsDQtRRrdUQ6t2LVTtbFjXLmCA6h362hFxDSL9O+WayUrVzK1AZvDmWM2HKZcPr\nbMtTqfttVR9TMoTkIWPQ37gDwFCjfhAQDgilyhCSsn4Mw5/aW8wwJh4X7QgG64Id6BX9ckDIb4Oo\nVaMtKh3T0PiAUPixvlJ0R9swjFDwo0+TqiHaIzKEnEDHv9mOnEzu1CUNyVIDgm6jDcmzjNU0GULB\n4Wf1fRKXIeTXWxLk2kppRE0AluYzKAI5A4HMM6CRIaQJZunWupA6QygmICQN96rXMIsucpwUmM6z\nhlDSKtIMGWu2sx0MTlQ19dxqjWufn2kY1VD5z3Dg2HXTf/baWlQ6xZCxcDHs8DKZM4Qa/+Y2y1hE\nUFH7uVQyJPP99l+s6jNoY5pAKci1q9jx7ZykGS+pd/DwLG8MCFFHtXLBKcrFKv9Zxhod8siAUBkw\n5M6x+iuyto3S85+85H5cc9vOXNoaCgiV/IBQf7nkdZ6TMoRcV836iOr4BHf1odH69MWrBvs0AaEU\nN9mOHBAyvGE5x8oBIWnb3qxhjQBEqIaQnCEkPS4CNXHTzmvbF3Mjq3vGGzKmGaZR0mTD6PaRaKMf\nKAkMGdMcm7h9rc8O8M+HqKLNuiwJr4ZQiiFjNdsNfR7UXy/d+pCxmMLSV9y6A1++fqvyWF/ZH5Yn\niyzcHhH8c93kwHLFKyQfDgjZEQEh3UrTZghFzZoHqMfRqyEUtWzkOgLB7iYvnVHZHdplo4aM5ZHp\nFriunXvNptD6vWFeUmBZ256kDCHX7WL9Gl+qIWOBALLuPWcPLNf/zW/aef+xpIwz+bE8j8HRyQW8\n/79+hat/biUuywyhbNJm2jaLQSY9ZggVBy8pyxsDQtRRWWaDKaq835b4RTsiHoSB/nL9F3Zxg5xq\nyFj98YWKjYmZileIuVXhIWMl7/FyuRTKjNG1Cai/FbmTrwwJcvWvAYCx6QUM9pdxzJoBTT2P5PbL\n2S8lw/BqCK1f4xfwlYeMiWaJYElyDaFGcKUvOMtYchAv6T3EDRlztUPGjNAQI93qvRpCpfD7BvQ1\nhOL6drqn5GMVNSTLe73mVEgzy1i1ljBkzK0HR3RZUnHKEVlYUR1leTElEyFFh3gxEBCSA0CO62qz\nCHUdFTUgFB0RSioqXX+9XEMoXeDWb5u/Dvn/WWXp7EU9H5W9mqWjF9xftiZQJc7VUotvOjijWbcs\npphlTH6TTu5DxvIJyOiOFaD/XMqPtFzDSLL7YH0Y+F1bDiYu2wOHvlDaXU9xid7OtsyOuHejXsQD\ntJwxIEQdlSGzP/zaHLY/MbOIAyMzyQu2IO9LqjfrlaazZwAY6FMzFNL8Wh78dTWv4FwwOCACDqKo\ntOjA6m7i1WEfrpJhoQ4Zk14TuMmbnKngmDUDKJdKqNRs7Nw/4e+XFO9RzqQxDHizjB0bOWSsvqzI\nSImrIQTX71p6+8HRFJWOuHEd6C8px6lmO8r7071KnDOOJnujZBg4bvc2XHj1P+Bb33ovjp0dj+2o\nieCeC/V8yZohpGupfKyrUYEUkSUhvT5yyJgmU8Z2nNCU4+EggJE49XxQn1RsWxibWghNca9up7F9\nTVHrOIuNfSMCQv19/iv2Hp7WnwSax5Si0lGRZiTUEFKGjBmYna/hmUPTUQsDAGbmqzgoDesMDhnL\nevE8MjaH0cl5ZT/uPRLRhobootLZglk6uuFD4lonPifi/15gObKd4bYpfSsnORjSiU5qRTMzXnC7\nwewbfVHpbIEVsU90w48zMfw6a4L6VRR/fctzyFiWodud+kHt8Ngcjk4udGRbUYZGZzE+vdjSOtLU\nVqT8qQX/qZfxY7G8MSBEHdXtL+KPfu1efO7bD7W3HXkPGfMyhMIdt4H+cmPaZ/+xLL+W62a5akVk\nUWnbRV+p5HXUq5qb6GCwMHKWMVf/GsdxMTVXwTGrB1AuGahUHZx77Sb8emv919a0RaXF/jYMA8c2\nikmfsH6Vt4wuQ8gbMhb4tXygTx0yJpogggjaDKGIZg70lZUbqge3HcG5127CtmfGvHUEz5FS49xw\n6uPblOcMA3jer36GF4zswQlTIzh9x9042Xo0vE8CQ8aC2UZZp53XBp2UDKGoIWNiX4XXFSoqrc0Q\nckP1Y9S2uI0MoWwVV7yAkLSub968Dedeu0m7fFQh6TTXJDFkrL+/vs2Xn7LRe+7hHcN46sBEeHua\n9cg1hGKLSsfWEGq8vrGOmu3gpw/s1S4rdvt5127CZ771ICZmFhvraFzbRJZVxi7Dp775AP7pG/cr\nn+2d+ydCdZ6UtkTWEPL/bvZyqJv1S+xrJxAQShwlp/v1JDBkLH0won1VhBbTZMjI1wtNtiLQ/Cxj\n7aghlPSjSruGjLkZVtWpW6kvfW8LLrnpyc5sLMJ5127C5T/d3tI68qqT2K31F1UetdmoM3h0ljcG\nhKijlO+DjFefPL9M8v5eaucsY45br22iu6cf7BcfYcPPltAUMg0Sy4oMgLz2bfDmuCTVEOor+0OU\ndLVJQtPOS52dqI6P/P6m5ypwXeCYNYNK1sOuocnG+pPbr84yBvzey5+Lj575MrzoxGO8ZbxkBlfO\nEKoHfoLDneQhWa4UERKBMlsTkIvqGA32l5XlpuYqAICJmUpjA0CflDEi2lkygFXTE6GPm2EYWH1k\nyPv/3/zqcrz3q/+AvkceUpYLZQi5asddd2zi+jW6d5dmyJjfJw7/4hgaMqbJEKrZTujzoJ12PmOG\n0Ia5cfzhY7cBFf8X7Jn56ICETDnuKU7Q4Ixv7z7DxBmvfb73/GNPH/X+jip2XbMdJYhnxAQLYmsI\n+SuILUwtE0Xf9x2ZabRNDXY3exUKBiXj2p0qQ6jJ66Fuxqu5Ri0zPyDkB5zjtqWNB8ntddIPGUt5\neJoSVfNLFhwSG1erLK28h4xlmWVMvv7lGRDqxQyhuYVabIC13VzXxcx81fscNavdNYTYm9brhWGt\nlBIP1bLGgBB1VGia5y4p0pdUVG0QwJ9tSCohlKmodDX3DCH15rivXB/mJAre9scOGVPbpwwZCxT/\n9f6WXiMCI8euHlACMX5GT/KblDsrJcPA4EAZL33BcUqdFbWodP1vL/MpMNypHOiJiRYYRr3D7heV\njv8VzUA960V+TmxL1INxXHWolOhkv++Oi/GvX/gTrNuzS12nAaw+XA8ILfT5Q+JWX3CuspxXQ6js\nd9qDgYxgm6Nmcop6f2mKSoudp7w6YshYVIAiOLwk2AEzDCNzhtAZ992Av7vjIrzwX//Jeyx+dq7w\n9g1DBNqiPbDtMA6P1Yumi/fX31fGb0tZQkMj/nCscrmEP3noB/idX1yvrCc4K1RcyaS49/GoNey1\nJSngEDzmIxPzmFuo4ck94wCkgEWT16HQdS6mQVGXAVe5xiQvr6OrpzW/UO/I2oEARtIoObUN4ZO/\nd4pKhz+vwd0vvxfbcbU/mjSbIZSmzlUc0daoIFBHM4RidsHwxDx+8egBP1Myt60mtAn649Up4juy\n1XuUqGHneSnOHWVntT0Q9/+z990BVhPr209y2p7ty+7Sll6liwgKCoodFXvBi6g/21WRe+3Xrtd2\n1Wsv14odQVEBwQYqIr333paFXdjC9t1Tk3x/JJNMkklOzu5ZxY/z/gFnU2YmM5PJzDPP+7xJS5gl\nhdGPbksCQkn7Q03PAmnaBDARZhkBKAGW6EFVFBWdDsZOPtESIVF+AGcfYHUyTRhCCSory2WMHItH\nQ4iASMTo9pIs7qlpkBkaWeleHRDD22/EG8qgsVus1pS09ocpyljUuNimGELQ2Eccx8HF86qrUywX\nLI+bV0EDYoRJEwyTnVNJDQ1P8uDq63DOuh/hEgV0/W22vmwch5TSYpRkt8Mt//cm7r7qeRR26Qfv\nrz/DvXK5qTxqlDEGAGQss22kNMYpwQFDSIS5rlQQ1NDvrECOiKF9dG5CEgAufoZQ28OyS2LWqqXq\nMRYwoOVjfj9dPB+THfDut1vw0Q/bAOj7phVY7OaAaxd9irM/fwkIaeylkEHzxVZU2oZp8/4cqHsu\nCwAAIABJREFUzYUjFkOIPBrpQyWHGzD1Fy2yIc9zuHjlDLTfsZ51e0wzvTM2dWnpMsbqWIhvPLdj\nCBHAyaQhZDlGm/uJTuxYOkJEpR1EGXMimh/vsxhFuptrcYlK6wChxLWB3Rjwy6oDmDJvBw4eblTK\n8Me0vSjaA/wtbVr7Nq8MunZsibr781/FI9KSUcb+QpZsoKPakoBQ0v5Qa07AgeYCLU4jOTXXEj3X\nkBlC7HOEIQSOmiA7EpXWL04S5jJmANpkQEg+po8yZj/JBmxcxizmdTUKQygrTe8yFg9DSBI1nRmr\nhTLtMkbq10pUWgcISVoZOMh1IzDqn9VmHjevgH7auYgKCAlq+h6KGcXzgGvPbvXvLot+AiQJA4vW\n47y13yEl3AhfZQVKM1vjcEYedrTrhe/H3gwASHv+GbVySXl0LmPGtjIBQqZH0M4xTkZ1otIxGEKM\nhbIxfyuAwgg2GTV8OLDdzewsNSi7P3ERza3CbpHIAjRdPBfXLjzdr1wccOWyL3Duuu/Ru2QbXIIM\nQGQKWuRAz7Il6u+gARCyI0Q5WezKGkKxACE5ndwsPwCgpLxBJy7tKS/F9Qs/xrgnbwT2sXWI7NM3\n/G1zrfH9ap0jlykR4EpE1QfS6qORMIQMLmM8NY6wLNZwJYr2wKOTNBJhLIaQqT2ovy1FpZtY2OYy\nhNT8LZi1TJcx6mBiGULWdUCeU3PzTli2tkZ/5/4MExiBF5qUTguz05PsCrbpx9VkHR3Jlmydo9vc\nf3YBknZkWX0ggs/mbsfYk7qiIC8t4ek3C3ho5mhFL9YTMfmnFzS0OX3GsuoAvl20F+PP7AW/z/pV\nlERJieRjPkc0hDjKZ8yRhpDyf6InlyamBsdRDBNaVDpG2HlJDxJELRhC9D3VDYrLWLreZYwszpw0\nuShp9Hgr5gW9s6+6jKkMIWvXpa9+241hx7RWEtG7jNHPsWjDQdMiQxYP15eDsF1oQMhtYAjRgFDG\noQMYsH8THp3xNHxCGD9HZQHisszW6jV7ug1CeNRoeBfMR+Dzqfg4fSC6tcsEIJf3moWf4pSpq7Hq\n0+90ZREECfBof9vtKLPePfpYbA0h6hgBNg1ApBVAYQTsjC6sTQGEcqpl1ylP1WEgHAa8XseLRBoQ\nimdspPtV5uqluHrJVPXvTQV98eAVTyG3oUY95v1lHiKnjAZgdhkz1pUOdHQUdp49Np2z4ScM2L8R\nnSuKED53OpDdRwVBiisa0CpTc1P01lRpNz71FPDMSzHzpc1YTruqNJ7LTPWirCpgvVkhAXsP1mLB\nuhJcfVYv2/5Bxl63m0M4IqcSMGkI6RlCluVkRNMzujLFHtM0ALolTJQkhKMieI5jfmtKqxox4/c9\n6FGQpbuHVe74GULy/3Z6UU6MtIMVCMR0GaN+x/Ouf/LjdhzfOx/9u+Uyr7Hrt6R88UTNTISJ0p8r\nmBwVzH2/KdbSTJWkOxTbYoGrSTtyLNk+R7clGUJJ09mcJYVYsbUMb3y9oUXSb4bHWLMtQIkSJgIQ\ner2ZdbR88yEs2XQIWwqrbK8TJXP0KGLEZYyDtmiIx2VMZQglaIpknBxL1LFYotJG5ogTUWk9Q0h2\ni8lMM7qMOWcICYaw8yxjikori0TjbrkRVNpapGimQGZMkbohj37K1gW4eOYbmLO4UHefx82j9661\nGP/zZCAq92MCnBAXIAmSzt2J5wDXblk3aO7IywEAD8x+Dj5BBs6O2/AbAKAsSwOEJElC3fMvQfL7\nkfvQfdixage+nC+DSi6ex3GFa9D6YCGydlBRZxg7yLEWEMbzTlzGtEUxA1BiAJEsM7r0mYYBjtNc\n4xwYJ4nIqqlQfkvgiw8AMEc90+dpfj9dLg6iKDleuJN+5X/tJfS6Xm5bgeNRmtka/Yu34L3Jt2DM\n0q/U670LF6i/jS5jxrqiS27nMkaM4xjghiRh4s9vYdT2Reh8uAhtnn9Cl159IKJL21VDRUf7/feY\neRrN+Ex277qx7xGBbp2GkAEoXLCuGL+vL0HhQfuQ9mTxSmt5qaLSkv6aGJrSzG+lDiQS44ky1jJG\n2jDNz97Q+PC7rVixtUwdQwD9GEtbvM9Cf+8SAVjQDJKYotLUwVgsLWL7DtXh9/UleOlLa7dIJ/02\nUZo6Tk2SpBZlVMeyRM1RrCKVJsqSEbTYJiTr5S9kybY6mi0JCCVNZ2T3OBCOHTmkKdacj2Zzhyr6\nmRIxwdFFvaDWQ06TrlMiEYUi9tEzRMnarcPnbZqoNJlNJpohZAKEJE341MXbi0rrFkAwagixkUS9\nhhBhCBldxszpWxkdZcwq+lJ2xUE8P/Vf8K1ZZQo7b3IZM6+TlTJxsssYxRDyRUK454eXccHaOeh9\ncLucV0MV0gN18Lp53DDtGYxdMQP+d9/S5RWMUAwhnsO4pdNw0/z3wUNzGVsw9FxUF3RBRqheLUur\nmnIAwMGstlr5AIjduqPhoceQ1liLC9bM1lgsHNC2plQu10Y5PP3wnUsx7c3xyHjnDV0Fx3Z3MQJC\nsUWl1UUxoysYF2WclYaQQe9EouofMDCEJAm8aD8OZjdUw0Vd41mzilkefabaT1Wwm5c1wJy+hjzH\nwbNkEdKfehzhdgV4YcyduOjObzBlxFUAgDa1ZRi15if1ete2LUCDzGgMmhhChuI1wR3G2M+zAjW6\nv727dgCSpHs/6LRdtdT1O3aAKy93lC8xwpI7sW8bAM6YFsQIAGi5SSABh2uCABAz2pIGfmsdkGxE\nkPSJCwytRcbM1jAeGo/JGkJ/rqg0mS+kpXjY55X2pttaFNlL+6aKSgPOQRnb9JqoIRRxCGQ52YSy\nu4SUTzSMWS1tzphoLWdqvTWzDDTgmARv/jjTiXknq/2ItmT7HN2WBISSpjNtMdwypl/Xxzn6NHOw\nagpDSBQlPP3JKny3tNB5Rg6fi4SmNmp6sMpgGWXMTQAhjrk4ttx9Vv5vTpSxF6etxbuzNyMSFXHv\n/xZj9uK9Js0RUdJ2sT1uTVSa5Lt6ezkmvfI7KqoDJpcx6yhj1HMogNMD7yzF6u3l4DkO6akeddcf\niFdDSFsMWIFwJ/44BX0ObkfHG69S0yTMHGO/chkSIX8ThlBWVTm4ysOQJJkdRGzcsi/BSSJemnIP\nJk++GaNW/wh3VAa80p5+HPVnnoOc6VPgEqIIhqNqOfruWYfxS6fhgrVzcNzuVXDt2YUo70JFVlsU\nDRutpl+aKUemqjrzPCztcSJVn/L/gWuuR70/A5ev/BqDC9cCkoTUQC3SwrKgac6mtQCAC9bMQVq4\nEXnPPAb/e2+p6cTasV+zQ7/gpxk11qwUifqXHNHvmhOzYggZS1VWHcCUeTtM0d8A4MmvH8PLU+62\nfAYAyKuXw7xvKugHAPAsWaz0SevnN/ZfQAZLadHxWMZzgHv9OgBA6f2PY0GfUwAAq7oOweaCPnj3\n1Bsx+6QrsLt1N2wfeDI4QYB700YA9qLSNfUh3P7KQvVvFpPvb0um4uXP7kKX8kL0PLQTHIA2ZUUY\nt/QLuKPymNahslh3T8qenUh75gkDIKQ9LAGEqlp3AAB4VixzVhGKEVCdPEtFTQAPvrsMe0pqTdca\n65gIsduxQipqZfYh0QOyMtIPPW4zIETSN0YZs2p0llYWbZO/24q3Z202n6DTID9a6INOwNt0PxsQ\n8jIE2q0YQhKaHnbdGD0wHiPtYMWsZZY1wWAUMbvnJ8XTAKGEZWtrkvTnAigaQ6h51tIRbpOLabbp\nXfWSlZS0pB2plgSEkmawlkWEmscQat7HhAAwgHNAqDEUxe6SWmzbZ3brigW2OC2PcYFmzseByxjH\ndhkzRqXR0pT/1xhC8dft5sIqLNtcitKqRhyuDWHGwr2MsmvgjywqrezGK4vBt2dtQkMwit/WlUA0\n3Kd3GWODXKIEVNQEUVolC+hmpnnAc5wu2pamuRD7mWRNDLk9PIzFDF9SjGNW/yo/T20NPHtklywr\nXREjkKcCRByQGarH0+9ORM45p8ETbMTQvavU644vXIP75ryA/PrDSA0HcNVXL8IfksGYaM9e6Lp+\nCSbNexO3/PouOm1aAf+br+LiVTPRs3Cjmkav4m1w7dmNspx2iPI8att1Us89cdEjeO3Wl7H/tfcR\ndWuLObUfpKRg8eAz5Wu/+TeGFK5BRlmJel3OxtXIaqxG35KtKE/PRSQvH2mPPYRhu1eo9WhnxoW6\njiEUZb8P6kYxox8bXbRiRb2ibUthpTbscTJoeeLOZTi2aAO6lReibfVBy3tz62RAaHXXwQAA197d\nsccWlssYL7uMOV0QczwHrqoSACDmt1GP1/kzcf+V/8Hs487HF6dfhzuufgnbjh0FAHDvkCOUmcLO\nU3W1YmuZbjxiaQhdtHoWepTtweuf3oGXPr8XvTcuxrgv/4vxS6fi0VlPYcieVehYeUC9/mBWG4Q6\nd0Pqqy/ilDU/qMdpJphbAYR2DR4JAPB9r4+IF8uCYQEunlNB3F3FNThU2YjNhZWma411rGmMsete\nlCRU1jadIURAJE1DiADOMRhCjN90EWNtJPwRRiKMWQFCrDGUZmGazsVBRaHTMGqINcXorHUC04wi\n0XORPyrsvPp9V79nLb+4Vr+dR0CUseY+bkuHP09CHWzTuYwlK+mItmTzHN2WBISSpjNVUDeOBVV8\n6TcDEGrmaFXXGFZ/OwWEgsrurhMtDWJOy1nf6JAhJMkMIVaTeL2KqDSVr5XLmF7cT784iZusRd1g\nJ44qihKqFW0fN28WlaZdrSTDTpKlyxidviTpWDhZ6bJQLd1/49EgEEVJbY8Ur0EXIxRC5vVXI622\nCpsK+gIAcqd+pOQH+KUIshv0wKGlMDU4nLn4a2QE6uAq3IsLZr2J/LoKBN0+PHfePQCAk3fKkaFm\nDT4f2/ueAAD46dhzsPrzH3HjDe9gX24nnLNxLm59+x5kPPEorv/9IwxfPEvNo1PZXvBVVSjLLYAk\nSTgweAQAYMrwq1CU1wl7ug8yAVl0Dc0ZdRVWdj0eADB85zJklMqLfJHj4K8+jItWfwteEjFryAXY\n99oHgM+H++c8j74HNsfsT8GwnmmhE5W2CmOtAkLUIQloDEZM+iNWLmO09eiQhdxMH8JhAWJUK09m\n7WE8NPtZ9e8Tdq/EaZt/xbnrvkdWY7Uujfw6xe0uux1Cea3hKiqKqYWiW3hKsm4Qp7iMOR2XeI4D\nXymDHVKrVsxrSD1VtO0MAHDt3IGoIKpaW8To19cIDLPGvVJFhHx7254AgDbFu9G6bD8AYPC+9Xh8\n5lMYvWU+AOCJix7CneNfxN73PoeYnY3rfp2MvLpyHFOyDVJYA1dctXK97jr2ZKB/f/i+/hKunTtg\nNFGUmKBMKCzI75ryLASoqGsIm641foMII8zKZaiuMazWQ0MMhhBhVLFcxsyi0vJ5y40Fhm9kvMB9\nLPfX5lpYdRljawh5GEC5HGWMnV482n50GzVHWJrUjGjR/rEYQgkNO+9Ae+yPBGfIsx8RLmOJDDvf\nMiJCiU/z/wNLhp3/61jSlfLotiQglDSdxRLUbX767N9/hNU2aAsJp5MqorcRT2hbp4Oqc5cxGw0h\nD+UyphwTGMCPnA6DWRF1DpbQRi8U7cJWL1hXgpe+kEU03S7NZYwsirwqICToF2pGhpDFZM4oeJmd\n5gWgd9WKxqGTJEoSgiECCLl059JeeBaeNauxacQYPHzZE4jm5iHnx9mAJEeBm/TTG3hv8i3Iry1T\n7+E5Dpcvn45Jc99A+6pivDt7i/zctdUYvfgbVKVmI9q3P4Yv+w7dy/agPDMfi3qfjInXvIqg24eI\ny415/c/A55NexMsTX8OnI6/B7gM1KM1qg2fH3ocFvUdizqhxaLxC1o5Jr69GaZbMGOlbKNd7aV4B\nRBGoz22Li/8xHdNOvEIuHGdmNtH9pd6fgacufABVqVkYtmclsvbtBADs6XUcAOCyld8AAJb0HI76\nQUNQ88Fn8AhRPPflQ2gzZTIgWPfrxpD+XNSyrQFIEiYs+gzd18liw3Rfnb/2AG5/ZSEOlNfrbiGA\noEuIonfJNnCSiLFrZqNb2R71motnvI7Xnx+HyU+chza9O6N9VTE4Dhj27Ye6tG5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HAAAg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\nCVmSECsImiSKF+lBG9Wu39aBzLjxaBk0FIet/AgPPfR9BFWdFAl+Op8f1Gr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Yt6wRG3d0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d8b2710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit ARIMA model\n",
    "fig = plt.figure(figsize=(20,8))\n",
    "model = ARIMA(clear_data['car.count.float'], order=(1,0,1)) \n",
    "ax = plt.gca()\n",
    "results = model.fit() \n",
    "plt.plot(clear_data['car.count'])\n",
    "plt.plot(results.fittedvalues, color='red')\n",
    "ax.legend(['Car Count', 'Forecast'])\n",
    "\n",
    "print results.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forecasting Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 545,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x133f0bf10>]"
      ]
     },
     "execution_count": 545,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X2PjbNz+A//jxh53WHWa8DwbRSI6FclCzuFyhaXfYETLtsMoYIdMPBSFCmqbp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XDCrFnylMbmyVlZyBitU1RVhUoIUVnqglkihJhCKAapHornRA3+wotPxbt/8PmaWkM6L/75vN1b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\na3Yeo0LIEjLWj2IcyUgDepapz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9r5oSiE6K+qECoLGdNWqUj4uBhlA0VyodePhImniv/3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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1334d7250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# forecast quick and dirty\n",
    "# TODO: clean this up\n",
    "fig = plt.figure(figsize=(20,8))\n",
    "num_points = len(clear_data['car.count'])\n",
    "x = results.predict(start=(1200), end=(1352), dynamic=False)\n",
    "\n",
    "plt.plot(clear_data['car.count'][:1200])\n",
    "plt.plot(x, color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "The ARIMA(1,0,0) tends to capture the average of the overall trend, underpredicting during years of higher car count and overpredicting during years of lower car count. The trends from the earlier years cause the forecast prediction to be high. The ARIMA(1,0,1) does better with overall trend but does not do so great with the variability and noise.\n",
    "\n",
    "Next steps if I had more time:\n",
    "1. Trend from the past years (2015-2016) are more relevant than the trends from early years (2010-2012). I'd like to try and fit the ARIMA model to only the data from the past few years for forecasting the next year or two. \n",
    "2. I'd like to revisit the weather feature in case there is some correlation between it and car count\n",
    "3. It would be interesting to see if the missing data from the cloudy days could be filled in with some extension techniques for stronger predictions.\n",
    "4. There is a temporal signal on days of week that I would further investigate. It's possible with a few features like weather, day of week, and year, a more sophisticated algorithm could be trained to better predict car count.\n",
    "5. I'd like to look closer at detecting the AR & MA (orders for ARIMA model) using ACF and PACF plots and evaluating the model fits - looking at likelihood function, sum of squares, etc.\n",
    "6. Lastly, it would always be good to get more business context. For example, is there any indication that the downward trend from 2013 onward would continue? Has another Wal-mart been constructed 10 miles away in the year 2013 to compete with this one? Perhaps a shopping mall on the north side of town was constructed and the housing prices have started plummeting as home owners start moving to the north side of town? "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
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    "name": "ipython",
    "version": 2
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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